import networkx as nx
import numpy as np
import matplotlib.pyplot as plt
get_ipython().run_line_magic('pylab', 'inline')
Populating the interactive namespace from numpy and matplotlib
a = open('USPTO_2012_4_proj_edgelist.csv','r')
company = []
for i in a:
n=i.strip().split(',')
print(n)
company.append(n)
a.close()
['Shinto Holdings Co. Ltd.', 'Nikkindenji Kogyo Co. Ltd.'] [''] ['HITACHI KOKUSAI ELECTRIC INC.', "L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude"] [''] ['Hyundai Motor Japan R&D Center', 'Hyundai Motor Company'] [''] ['Hyundai Motor Japan R&D Center', 'Kia Motors Corporation'] [''] ['STMicroelectronics (Mala) Ltd', 'STMICROELECTRONICS S.R.L.'] [''] ['ACER INCORPORATED', 'LIANHONG TECHNOLOGY CO. LTD'] [''] ['Canon Kabushiki Kaisha', 'Nihon Ceratec Co. Ltd.'] [''] ['Canon Kabushiki Kaisha', 'Taiheiyo Cement Corporation'] [''] ['Canon Kabushiki Kaisha', 'CANON PRECISION INC.'] [''] ['University of Seoul Industry Cooperation Foundation', 'Samsung Electronics Co. Ltd.'] [''] ['MATERIALS ANALYSIS TECHNOLOGY INC.', 'National Health Research Institutes'] [''] ['Chandler Systems Inc.', 'Intel Corporation'] [''] ['GENITECH INC.', 'Samsung Electronics Co. Ltd.'] [''] ['Korea Electric Power Corporation', 'Samsung Electronics Co. Ltd.'] [''] ['SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION', 'Electronics and Telecommunications Research Institute'] [''] ['Dynalloy Inc', 'GM Global Technology Operations Inc.'] [''] ['HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.', 'BOE TECHNOLOGY GROUP CO. LTD.'] [''] ['Cummins PowerGen IP Inc.', 'CUMMINS CAL PACIFIC LLC'] [''] ['XJ Group Corporation', 'State Grid Corporation of China'] [''] ['BEIJING BOE DISPLAY TECHNOLOGY CO. LTD.', 'BOE TECHNOLOGY GROUP CO. LTD.'] [''] ['Spansion LLC', 'Advanced Micro Devices Inc.'] [''] ['Koito Manufacturing Co. Ltd.', 'Toyota Jidosha Kabushiki Kaisha'] [''] ['Koito Manufacturing Co. Ltd.', 'Hino Motors Ltd.'] [''] ['Volex PLC', 'Applied Micro Circuits Corporation'] [''] ['Advins Inc.', 'Scientific Analysis Instruments Ltd.'] [''] ['Funai Electric Advanced Applied Technology Research Institute Inc.', 'Fuji Electric Co. Ltd.'] [''] ['Chichibu Fuji Co. Ltd.', 'Fuji Electric FA Components & Systems Co. Ltd.'] [''] ['KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 'Toyota Jidosha Kabushiki Kaisha'] [''] ['The Furukawa Electric Co. Ltd.', 'FURUKAWA AUTOMOTIVE SYSTEMS INC.'] [''] ['The Furukawa Electric Co. Ltd.', 'Denso Corporation'] [''] ['The Furukawa Electric Co. Ltd.', 'FURUKAWA MAGNET WIRE CO. LTD.'] [''] ['Nuctech Company Limited', 'Tsinghua University'] [''] ['Sôny Electronics Inc.', 'Sony Côrporation'] [''] ['Toshiba Industrial Products Manufacturing Corporation', 'Kabushiki Kaisha Toshiba'] [''] ['Georgia Tech Research Corp.', 'Phillips Screw Company'] [''] ['Georgia Tech Research Corp.', 'Sila Nanotechnologies Inc.'] [''] ['Georgia Tech Research Corp.', 'Samsung Electronics Co. Ltd.'] [''] ['OLYMPUS CORPORATION', 'Olympus Imaging Corp.'] [''] ['OLYMPUS CORPORATION', 'The University of Tokyo'] [''] ['OLYMPUS CORPORATION', 'Denso Corporation'] [''] ['OLYMPUS CORPORATION', 'Olympus Medical Systems Corp.'] [''] ['Schlumberger Technology Corporation ', 'The University of Tokyo'] [''] ['Toshiba Global Commerce', 'Solutions Holdings Corporation'] [''] ['Asahi Kasei Microdevices Corporation', 'Murata Manufacturing Co. Ltd.'] [''] ['Varian Medical Systems Inc.', 'Sloan-Kettering Institute for Cancer Research'] [''] ['Tokyo Electric Power Company Incorporated', 'Kabushiki Kaisha Toshiba'] [''] ['Tokyo Electric Power Company Incorporated', 'Ishikawajima-Harima Heavy Industries Co. Ltd.'] [''] ['University of California ', 'GSI'] [''] ['University of California ', 'Lawrence Livermore National Security LLC.'] [''] ['TE Connectivity India Private Limited', 'Tyco Electronics Corporation'] [''] ['FIH (Hong Kong) Limited', 'Shenzhen Futaihong Precision Industry Co. Ltd.'] [''] ['Samsung Electronics Co. Ltd.', 'Sungkyunkwan University Foundation for Corporate Collaboration'] [''] ['Samsung Electronics Co. Ltd.', 'Korea Advanced Institue of Science & Technology'] [''] ['Samsung Electronics Co. Ltd.', 'SNU R&DB FOUNDATION'] [''] ['Samsung Electronics Co. Ltd.', 'The Regents of the University of California'] [''] ['Samsung Electronics Co. Ltd.', 'Industry-Academic Cooperation Foundation Yonsei University'] [''] ['Samsung Electronics Co. Ltd.', 'GLOBALFOUNDRIES Inc.'] [''] ['Samsung Electronics Co. Ltd.', 'Seoul National University Industry Foundation'] [''] ['Samsung Electronics Co. Ltd.', 'Dongguk University Industry-Academic Cooperation Foundation'] [''] ['Samsung Electronics Co. Ltd.', 'Korea University of Technology and Education Industry-University Cooperation Foundation'] [''] ['Samsung Electronics Co. Ltd.', 'Postech Academy-Industry Foundation Postech Univ. of Science and Technology'] [''] ['Samsung Electronics Co. Ltd.', 'Industry-University Cooperation Foundation Hanyang University'] [''] ['Samsung Electronics Co. Ltd.', 'IMEC'] [''] ['Samsung Electronics Co. Ltd.', 'STMICROELECTRONICS S.R.L.'] [''] ['Samsung Electronics Co. Ltd.', 'INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY'] [''] ['Samsung Electronics Co. Ltd.', 'Cheil Industries Inc.'] [''] ['Samsung Electronics Co. Ltd.', 'International Business Machines Corporation'] [''] ['Samsung Electronics Co. Ltd.', 'Industry-Academic Cooperation Foundation'] [''] ['Samsung Electronics Co. Ltd.', 'Taiwan Semiconductor Manufacturing Company Ltd.'] [''] ['Samsung Electronics Co. Ltd.', 'Osaka University'] [''] ['Samsung Electronics Co. Ltd.', 'INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY'] [''] ['Samsung Electronics Co. Ltd.', 'Samsung Display Co. Ltd.'] [''] ['NANOHOLDINGS LLC', 'University of Florida Research Foundation Inc.'] [''] ['Tanaka Kikinzoku Kogyo K.K.', 'The University of Tokyo'] [''] ['Tanaka Kikinzoku Kogyo K.K.', 'Seiko Epson Corporation'] [''] ['Suzhou Golden Crown New Energy Co. Ltd', 'Golden Crown New Energy (HK) Limited'] [''] ['Ulvac Inc.', 'Sanyo Electric Co. Ltd.'] [''] ['Centre National de la Recherche Scientifique (CNRS)', 'International Business Machines Corporation'] [''] ['Centre National de la Recherche Scientifique (CNRS)', 'Societe Francaise de Detecteurs Infrarouges - SOFRADIR'] [''] ['Centre National de la Recherche Scientifique (CNRS)', 'Universite Montpellier 2 Sciences et Techniques'] [''] ['Centre National de la Recherche Scientifique (CNRS)', 'UNIVERSITE CLAUDE BERNARD LYON I'] [''] ['Centre National de la Recherche Scientifique (CNRS)', 'France/Ecole Normale Seperieure de Cachan'] [''] ['Centre National de la Recherche Scientifique (CNRS)', 'France and Universitat de les Illes Balears'] [''] ['Centre National de la Recherche Scientifique (CNRS)', "COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES"] [''] ['Toshiba Medical Systems Corporation', 'Kabushiki Kaisha Toshiba'] [''] ['Hynix Semiconductor Inc.', 'SNU R&DB FOUNDATION'] [''] ['Hynix Semiconductor Inc.', 'Grandis Inc.'] [''] ['Hitachi Mito Engineering Co. Ltd.', 'Hitachi Ltd.'] [''] ['Shenzhen Futaihong Precision Industry Co. Ltd.', 'Chi Mei Communication Systems Inc.'] [''] ['NEC Tokin Corporation', 'Denso Corporation'] [''] ['Postech Foundation', 'Seoul Opto Device Co. Ltd.'] [''] ['TS Tech Co. Ltd.', 'Honda Motor Co. Ltd.'] [''] ['King Abdulaziz City Science and Technology', 'KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS'] [''] ['Tyco Electronics Holdings (Bermuda) No. 7 Ltd.', 'Tyco Electronics Corporation'] [''] ['Xiangtan Electric Manufacturing Co. Ltd.', 'Xiangtan Liyuan Electric Tooling Co. Ltd.'] [''] ['UD Trucks Corporation', 'WASEDA UNIVERSITY'] [''] ['Tokyo Institute of Technology', 'Honda Motor Co. Ltd.'] [''] ['University of Massachusetts', 'The Regents of the University of California'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Shinshu University'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Sumitomo Metal Mining Co. Ltd.'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'National University Corporation Nagoya University'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Autonetworks Technologies Ltd.'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Hino Motors Ltd.'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'AISIN SEIKI KABUSHIKI KAISHA'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Aisin AW Co. Ltd.'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Denso Corporation'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Sumitomo Electric Industries Ltd.'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Sumitomo Wiring Systems Ltd.'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Panasonic Corporation'] [''] ['Toyota Jidosha Kabushiki Kaisha', 'Kabushiki Kaisha Toyota Jidoshokki'] [''] ['Vanderbilt University', 'Molecular Sensing Inc.'] [''] ['Neomax Materials Co. Ltd.', 'Hitachi Metals Ltd.'] [''] ['SK Telecom Co. Ltd.', 'SNU R&DB FOUNDATION'] [''] ['Kyungpook National University Industry Academic Cooperation Foundation', 'The Board of Trustees of the Leland Stanford Junior University'] [''] ['Kyungpook National University Industry Academic Cooperation Foundation', 'Seoul National University Industry Foundation'] [''] ['Mersen USA Newburyport-MA LLC', 'Northeastern University'] [''] ['Cal-Comp Precision (Singapore) Limited', 'Cal-Comp Electronics & Communications Company Limited'] [''] ['CITIZEN HOLDINGS CO. LTD.', 'Citizen Electronics Co. Ltd.'] [''] ['Institut Ploytechnique de Grenoble', "COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES"] [''] ['Curators of the University of Missouri ', 'Integral Laser Solutions Inc.'] [''] ['Silergy Semiconductor Technology (Hangzhou) LTD', 'Silergy Technology'] [''] ['KBC RESEARCH FOUNDATION PVT. LTD.', 'SunEdison Semiconductor Limited (UEN201334164H)'] [''] ['GLOBAL FOUNDRIES INC.', 'International Business Machines Corporation'] [''] ['Sony Computer Entertainment Inc.', 'Sony Côrporation'] [''] ['Ishikawajima-Harima Heavy Industries Co. Ltd.', 'Kabushiki Kaisha Toshiba'] [''] ['Lextar Electronics Corp.', 'Lextar Electronics Corporation'] [''] ['H-Tech LLC', 'SRI Hermatics Inc.'] [''] ['American Power Conversion Corporation', 'Hydrogenics Corporation'] [''] ['Sumitomo Metal Mining Co. Ltd.', 'Sanken Electric Co. Ltd.'] [''] ['Sumitomo Metal Mining Co. Ltd.', 'Fuji Electric Co. Ltd.'] [''] ['Sumitomo Metal Mining Co. Ltd.', 'Nissan Motor Co. Ltd.'] [''] ['Alpine Electronics Inc.', 'Blueprint Acoustics Pty Ltd.'] [''] ['JC Protek Co. Ltd.', 'Andong National University Industry Academic Cooperation Foundation'] [''] ['University of Tennessee Research Foundation', 'YALE UNIVERSITY'] [''] ['University of Tennessee Research Foundation', 'UT-Battelle LLC'] [''] ['University of Tennessee Research Foundation', 'The Regents of the University of Colorado'] [''] ['University of Tennessee Research Foundation', 'National Institute of Standards and Technology'] [''] ['Shimadzu Corporation', 'Shimadzu Research Laboratory (Shanghai) Co. Ltd.'] [''] ['FCI Americas Technology Inc.', 'FCI'] [''] ['Sumitomo Wiring Systems Ltd.', 'Autonetworks Technologies Ltd.'] [''] ['Sumitomo Wiring Systems Ltd.', 'Sumitomo Electric Industries Ltd.'] [''] ['Askey Computer Corp.', 'Askey Technology (Jiangsu) Ltd.'] [''] ['SCK.-CEN', 'KATHOLIEKE UNIVERSITEIT LEUVEN'] [''] ['Taiheiyo Cement Corporation', 'Nihon Ceratec Co. Ltd.'] [''] ['Toppan Printing Co. Ltd.', 'Advantest Corp.'] [''] ['Industry-Academic Cooperation Foundation Yonsei University', 'Hyundai Motor Company'] [''] ['Industry-Academic Cooperation Foundation Yonsei University', 'Kia Motors Corporation'] [''] ['Industry-Academic Cooperation Foundation Yonsei University', 'Samsung Display Co. Ltd.'] [''] ['FSP-Powerland Technology Inc.', 'FSP TECHNOLOGY INC.'] [''] ['Intermolecular Inc.', 'Kabushiki Kaisha Toshiba'] [''] ['Intermolecular Inc.', 'GLOBALFOUNDRIES Inc.'] [''] ['Intermolecular Inc.', 'SanDisk 3D LLC'] [''] ['Intermolecular Inc.', 'Elpidia Memory Inc.'] [''] ['Intermolecular Inc.', 'Elpida Memory Inc.'] [''] ['Massachusetts Institute of Technology', 'Beth Israel Deaconess Medical Center Inc.'] [''] ['Massachusetts Institute of Technology', 'The Charles Stark Draper Laboratory Inc.'] [''] ['Massachusetts Institute of Technology', 'KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS'] [''] ['Massachusetts Institute of Technology', 'The President and Fellows of Harvard College'] [''] ['Massachusetts Institute of Technology', 'Raytheon Company'] [''] ['Philips Lumileds Lighting Company LLC', 'Koninklijke Philips Electronics N.V.'] [''] ['Philips Lumileds Lighting Company LLC', 'KONINKLIJKE PHILIPS N.V.'] [''] ['Sanyo Technology Center (Shenzhen) Co. Ltd.', 'Sanyo Electric Co. Ltd.'] [''] ['Kirk Key Interlock Company LLC', 'Utility Relay Company'] [''] ['Eastfield Corporation', 'Peak Power & Mfg. Inc.'] [''] ['Volkswagon AG', 'iHi CHARGING SYSTEMS INTERNATIONAL GMBH'] [''] ['Volkswagon AG', 'Mahle International GmbH'] [''] ['Fuji Jukogyo Kabushiki Kaisha', 'Nippon Chemical Industrial Co. Ltd.'] [''] ['SanDisk 3D LLC', 'Kabushiki Kaisha Toshiba'] [''] ['X-FAB SEMICONDUCTOR FOUNDRIES AG', 'MELEXIS TECHNOLOGIES NV'] [''] ['Spicer Technology Inc.', 'Bubble Technologies Industries Inc.'] [''] ['American Audio Components Inc.', 'AAC Acoustic Technologies (Shenzhen) Co. Ltd.'] [''] ['Kyocera Corporation', 'MEDTRONIC INC.'] [''] ['Kyocera Corporation', 'Fuji Electric Co. Ltd.'] [''] ['Kyocera Corporation', 'Oncotech Inc.'] [''] ['Japan Aviation Electronics Industry Ltd.', 'Jae Taiwan Ltd.'] [''] ['Japan Aviation Electronics Industry Ltd.', 'J & S Electronics Inc.'] [''] ['Princeton University Office of Technology and Trademark Licensing', 'Universal Display Corporation'] [''] ['Tatung University', 'Tatung Company'] [''] ['Headway Technologies Inc.', 'SAE Magnetics (H.K.) Ltd.'] [''] ['Board of Regents University of Texas System', 'Texas Micro Inc.'] [''] ['Konkuk University Industrial Cooperation Corp.', 'Electronics and Telecommunications Research Institute'] [''] ['Tel Solar AG', 'Sony Côrporation'] [''] ['Korea University Research and Business Foundation', 'SK Hynic Inc.'] [''] ['IHI AEROSPACE CO. LTD.', 'SINFONIA TECHNOLOGY CO. LTD.'] [''] ['Osaka University', 'Dainippon Screen Mfg. Co. Ltd.'] [''] ['Osaka University', 'Hamamatsu Photonics K.K.'] [''] ['Keihin Corporation', 'Honda Motor Co. Ltd.'] [''] ['Samsung SDI Co. Ltd.', 'Robert Bosch GmbH'] [''] ['STMicroelectronics (Grenoble 2) SAS', 'STMICROELECTRONICS S.R.L.'] [''] ['STMicroelectronics (Grenoble 2) SAS', 'STMicroelectronics (Research & Development) Limited'] [''] ['Telaris Inc.', 'California Institute of Technology'] [''] ['Suzuki Motor Corporation ', 'Lithium Energy Japan'] [''] ['Adesto Technologies France SARL', 'Adesto Technologies Corporation'] [''] ['The Regents of the University of Colorado', 'National Institute of Standards and Technology'] [''] ['Altis Semiconductor', 'Adesto Technologies Corporation'] [''] ['Fujitsu Limited', 'Fujitsu Component Limited'] [''] ['Fujitsu Limited', 'Fujitsu Semiconductor Limited'] [''] ['Power Digital Delight Co. Ltd.', 'Easthill Industrial Co. Ltd.'] [''] ['Nissan Motor Co. Ltd.', 'Sanken Electric Co. Ltd.'] [''] ['Nissan Motor Co. Ltd.', 'Fuji Electric Co. Ltd.'] [''] ['iHi CHARGING SYSTEMS INTERNATIONAL GMBH', 'Mahle International GmbH'] [''] ['KATHOLIEKE UNIVERSITEIT LEUVEN', 'IMEC'] [''] ['GLOBALFOUNDRIES Inc.', 'International Business Machines Corporation'] [''] ['GLOBALFOUNDRIES Inc.', 'STMICROELECTRONICS S.R.L.'] [''] ['Conti Temic microelectronic GmbH', 'FREESCALE SEMICONDUCTOR INC.'] [''] ['Sumitomo Electric Industries Ltd.', 'Sharp Kabushiki Kaisha'] [''] ['Sumitomo Electric Industries Ltd.', 'Sumitomo Electric Toyama Co. Ltd.'] [''] ['Sumitomo Electric Industries Ltd.', 'National University Corporation Nagoya University'] [''] ['Sumitomo Electric Industries Ltd.', 'Autonetworks Technologies Ltd.'] [''] ['Sumitomo Electric Industries Ltd.', 'Sony Côrporation'] [''] ['Sumitomo Electric Industries Ltd.', 'Sumitomo Electric Device Innovations Inc.'] [''] ['Sumitomo Electric Industries Ltd.', 'National University Corporation Toyohashi University of Technology'] [''] ['Sumitomo Electric Industries Ltd.', 'Sumitomo Electric Sintered Alloy Ltd.'] [''] ['Sumitomo Electric Industries Ltd.', 'NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY'] [''] ['National Institute of Advanced Industrial Science and Technology', 'Central Research Institute of Electric Power Industry'] [''] ['National Institute of Advanced Industrial Science and Technology', 'Japan Science and Technology Agency'] [''] ['National Institute of Advanced Industrial Science and Technology', 'The University of Tokyo'] [''] ['National Institute of Advanced Industrial Science and Technology', 'Showa Denko K.K.'] [''] ['National Institute of Advanced Industrial Science and Technology', 'Sumitomo Chemical Company Limited'] [''] ['LAAS-CNRE', 'Atmel Rousset S.A.S.'] [''] ['FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD.', 'Foxconn Technology Co. Ltd.'] [''] ['Kokichi Terajima', 'Xinhongzhou Precision Technology Co. Ltd'] [''] ['Kokichi Terajima', 'Micro Win Tech Inc.'] [''] ['Kokichi Terajima', 'LARGAN PRECISION CO. LTD.'] [''] ['IMEC', 'Taiwan Semiconductor Manufacturing Company Ltd.'] [''] ['IMEC', 'Sony Côrporation'] [''] ['IMEC', 'Universiteit Gent'] [''] ['IMEC', 'Katholieke Universiteit Leuven K.U. Leuven R&D'] [''] ['IMEC', 'Panasonic Corporation'] [''] ['IMEC', 'ASML Netherlands B.V.'] [''] ['Kowa Company Ltd.', 'Techsign Light Panel Co. Ltd.'] [''] ['ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES', 'ECOLE POLYTECHNIQUE'] [''] ['Maytag Corporation', 'Satori S-Tech Co. Ltd.'] [''] ['Priestman Goode', 'Cambridge Design Partnership LLP'] [''] ['Siémens Aktiengesellschaft', 'Siemens Industry Inc.'] [''] ['Siémens Aktiengesellschaft', 'Caterpillar Global Mining LLC'] [''] ['Siémens Aktiengesellschaft', 'Massachusetts General Hospital'] [''] ['Siémens Aktiengesellschaft', 'Siemens Medical Solutions USA Inc.'] [''] ['Tohoku Pioneer Corporation', 'Mitsubishi Electric Corporation'] [''] ['Tohoku Pioneer Corporation', 'Pioneer Corporation'] [''] ['Applied Materials Inc.', 'International Business Machines Corporation'] [''] ['Renesas Electronics Corporation', 'International Business Machines Corporation'] [''] ['Renesas Electronics Corporation', 'Hitachi Tohbu Semiconductor Ltd.'] [''] ['Renesas Electronics Corporation', 'ITT Corporation'] [''] ['Renesas Electronics Corporation', 'Hitachi Device Engineering Co. Ltd.'] [''] ['Renesas Electronics Corporation', 'Hitachi ULSI Systems Co. Ltd.'] [''] ['Renesas Electronics Corporation', 'Hitachi Yonezawa Electronics Co. Ltd.'] [''] ['IMEC VZW', 'Universiteit Gent'] [''] ['TDK Corporation', 'Rohm Co. Ltd.'] [''] ['TDK Corporation', 'SAE Magnetics (H.K.) Ltd.'] [''] ['TDK Corporation', 'TDK Korea Corporation'] [''] ['Central Research Institute of Electric Power Industry', 'Showa Denko K.K.'] [''] ['Showa Denko K.K.', 'Kabushiki Kaisha Toyota Jidoshokki'] [''] ['BYD Company Limited', 'SHENZHEN BYD AUTO R&D COMPANY LIMITED'] [''] ['Sony Côrporation', 'Tohoku University'] [''] ['Sony Côrporation', 'Kyoto University'] [''] ['Sony Côrporation', 'Sony Mobile Communications Inc.'] [''] ['Sony Côrporation', 'SONY PICTURES TECHNOLOGIES INC.'] [''] ['Sony Côrporation', 'ASML Netherlands B.V.'] [''] ['Hyundai Motor Company', 'LG Hausys Ltd.'] [''] ['Hyundai Motor Company', 'Korea Institute of Science & Technology'] [''] ['Hyundai Motor Company', 'Kia Motors Corporation'] [''] ['Hyundai Motor Company', 'HYUNDAI MOBIS CO. LTD.'] [''] ['Hyundai Motor Company', 'SL Lighting Corporation'] [''] ['Hyundai Motor Company', 'Il Heung Co. Ltd.'] [''] ['Hyundai Motor Company', 'Myunghwa Ind. Co. Ltd.'] [''] ['Hayterzlab', 'Heiwa'] [''] ['Champion Elite Company Limited', 'Midas Wei Trading Co. Ltd.'] [''] ['Korea Research Institute of Standards and Science', 'Micro Motion Technology Co. Ltd.'] [''] ['S.T. Corporation', 'Montana State University'] [''] ['Nihon Colmo Co. Ltd.', 'Panasonic Corporation'] [''] ['Plextronics Inc.', 'Nano-C Inc.'] [''] ['The Furukawa Electric Company Ltd.', 'FURUKAWA AUTOMOTIVE SYSTEMS INC.'] [''] ['SEMICONDUCTOR COMPONENTS INDUSTRIES LLC', 'Futaba Corporation'] [''] ["OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA)", "COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES"] [''] ['Nitto Kogaku KK', 'Koike Yashuhiro'] [''] ['Tyco Electronics Raychem GmbH', 'Tyco Electronics AMP Espana SA'] [''] ['Tyco Electronics Raychem GmbH', 'Tyco Electronics Corporation'] [''] ['CHAMP TECH OPTICAL (FOSHAN) CORPORATION', 'Foxconn Technology Co. Ltd.'] [''] ['Hitachi Industrial Equipment System Co.', 'Nippon Steel & Sumikin Stainless Steel Corporation'] [''] ['NthDegree Technologies Worldwide Inc.', 'NASA an agency of the United States'] [''] ['NthDegree Technologies Worldwide Inc.', 'NASA'] [''] ['Board of Regents of the University of Oklahoma', 'Phononic Devices Inc.'] [''] ['Daimler-Benz AG', 'Ford Motor Company'] [''] ['IMRA America Inc.', 'The Regents of the University of Colorado a body corporate'] [''] ['EchoStar Technologies L.L.C.', 'DISH Network L.L.C.'] [''] ['KWANSEI GAKUIN EDUCATIONAL FOUNDATION', 'TOYO TANSO CO. LTD.'] [''] ['Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.', 'Carl Zeiss Microscopy GmbH'] [''] ['Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.', 'Deutsches Krebsforschungszentrum'] [''] ['Sanyo Electric Co. Ltd.', 'Saga Sanyo Industries Co. Ltd.'] [''] ['Sanyo Electric Co. Ltd.', 'Mitsubishi Metal Corporation'] [''] ['Furukawa Co. Ltd.', 'Tohoku Techno Arch Co. Ltd.'] [''] ['Fu Tai Industry (Shenzhen) Co. Ltd.', 'Hon Hai Precision Industry Co. Ltd.'] [''] ['Ecole Polytechnique Federale de Lausanne (EPFL)', 'Bruker BioSpin GmbH'] [''] ['Baxter International Inc.', 'Baxter Healthcare S.A.'] [''] ['Nujira Limited', 'Skyworks Solutions Inc.'] [''] ['Nantong Ya Tai Candle Arts & Crafts Co. Ltd.', 'Shanghai Q Mall & Co. Ltd.'] [''] ['TECHNOVA INC.', 'National University Corporation Nagoya University'] [''] ['Toshiba Lightning & Technology Corporation', 'Kabushiki Kaisha Toshiba'] [''] ['Giant Electric Vehicle Kunshan Co. Ltd.', 'National Yunlin University of Science and Technology'] [''] ['Korea Advanced Institue of Science & Technology', 'Electronics and Telecommunications Research Institute'] [''] ['Korea Advanced Institue of Science & Technology', 'Samsung Display Co. Ltd.'] [''] ['Tadahiro Ohmi', 'Rohm Co. Ltd.'] [''] ['Kabushiki Kaisha Toshiba', 'International Business Machines Corporation'] [''] ['Kabushiki Kaisha Toshiba', 'TOSHIBA TEC KABUSHIKI KAISHA'] [''] ['Kabushiki Kaisha Toshiba', 'TOSHIBA MATERIALS CO. LTD.'] [''] ['Kabushiki Kaisha Toshiba', 'Toshiba Electron Tubes & Devices Co. Ltd.'] [''] ['Kabushiki Kaisha Toshiba', 'Toshiba Lighting & Technology Corporation'] [''] ['Kabushiki Kaisha Toshiba', 'FREESCALE SEMICONDUCTOR INC.'] [''] ['Sumitomo Chemical Company Limited', 'The University of Tokyo'] [''] ['Battelle Memorial Institute', 'The Trustees of Princeton University'] [''] ['National University Corporation Nagoya University', 'Seiko Epson Corporation'] [''] ['National University Corporation Nagoya University', 'Murata Manufacturing Co. Ltd.'] [''] ['National University Corporation Nagoya University', 'Semiconductor Technology Academic Research Center'] [''] ['National University Corporation Nagoya University', 'Foundation for Advancement of International Science'] [''] ['CSP-Innovazione Nelle ICT Scarl', "S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A."] [''] ['Legrand France', 'Legrand SNC'] [''] ['Dolby Laboratories Licensing Corporation', 'Dolby International AB'] [''] ['National Taipei University of Technology', 'Phansco Corp.'] [''] ['Hitachi Ltd.', 'Hitachi High-Technologies Corporation'] [''] ['Hitachi Ltd.', 'Shin-Kobe Electric Machinery Co. Ltd.'] [''] ['AT&T MOBILITY II LLC', 'AT&T INTELLECTUAL PROPERTY I L.P.'] [''] ['Oxford Instruments Ltd.', 'Oxford Instruments AFM Inc'] [''] ['Fuji Electric FA Components & Systems Co. Ltd.', 'Fuji Electric Co. Ltd.'] [''] ['FURUKAWA MAGNET WIRE CO. LTD.', 'Denso Corporation'] [''] ['SNU R&DB FOUNDATION', 'Samsung Display Co. Ltd.'] [''] ['KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS', 'King Abdulaziz City for Science and Technology'] [''] ['FREESCALE SEMICONDUCTOR INC.', 'International Business Machines Corporation'] [''] ['FREESCALE SEMICONDUCTOR INC.', 'STMicroelectronics Limited'] [''] ['FREESCALE SEMICONDUCTOR INC.', 'STMICROELECTRONICS S.R.L.'] [''] ['FREESCALE SEMICONDUCTOR INC.', "COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES"] [''] ['Fundació Institut de Ciències Fotòniques', 'Consejo Superior de Investigaciones Cientificas'] [''] ['X-Body Inc.', 'The Board of Trustees of the University of Illinois'] [''] ['Taiwan Semiconductor Manufacturing Company Ltd.', 'Global Unichip Corp.'] [''] ['KINPO ELECTRONICS INC.', 'Cal-Comp Electronics & Communications Company Limited'] [''] ['King Abdulaziz City for Science and Technology', 'International Business Machines Corporation'] [''] ['NEC Access Technica Ltd.', 'NEC Corporation'] [''] ['NEC Access Technica Ltd.', 'NEC Engineering Ltd.'] [''] ['Sanken Electric Co. Ltd.', 'Fuji Electric Co. Ltd.'] [''] ['Toshiba America Electronic Components Inc.', 'International Business Machines Corporation'] [''] ['Toyoda Gosei Co. Ltd.', 'Sumita Optical Glass Inc.'] [''] ['AISIN SEIKI KABUSHIKI KAISHA', 'Aisin AW Co. Ltd.'] [''] ['AISIN SEIKI KABUSHIKI KAISHA', 'Honda Motor Co. Ltd.'] [''] ['Caterpillar Global Mining LLC', 'Siemens Industry Inc.'] [''] ['ATI Technologies Inc.', 'Advanced Micro Devices Inc.'] [''] ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'International Business Machines Corporation'] [''] ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'Universite Joseph Fourier'] [''] ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'ISORG'] [''] ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'Centre Nationale de la Recherche Scientifique (CNRS)'] [''] ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'STMICROELECTRONICS S.R.L.'] [''] ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'CNRS-Centre National de la Recherche Scientifique'] [''] ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'STMICROELECTRONICS (CROLLES 2) SAS'] [''] ['Colonial Plastics Inc.', 'Ford Global Technologies LLC'] [''] ['Dow Global Technologies Inc.', 'California Institute of Technology'] [''] ['Los Alamos National Security LLC', 'Sharp Corporation'] [''] ['NCKU Research & Development Foundation', 'Himax Technologies Limited'] [''] ['Hon Hai Precision Industry Co. Ltd.', 'Tsinghua University'] [''] ['Hon Hai Precision Industry Co. Ltd.', 'Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.'] [''] ['Hon Hai Precision Industry Co. Ltd.', 'Hong Fu Precision Industry (ShenZhen) Co. Ltd.'] [''] ['Hon Hai Precision Industry Co. Ltd.', 'Fu Tai Hua Industry (Shenzhen) Co. Ltd.'] [''] ['Ledlink Optics (Dong Guan) Co. Ltd.', 'Yang Zhou LedLink Optics Co. Ltd.'] [''] ['Ledlink Optics (Dong Guan) Co. Ltd.', 'LedLink Optics Inc.'] [''] ['Sharp Kabushiki Kaisha', 'Honda Motor Co. Ltd.'] [''] ['Sharp Kabushiki Kaisha', 'Fuji Electric Co. Ltd.'] [''] ['Sharp Kabushiki Kaisha', 'SEMICONDUCTOR ENERGY LABORATORY CO. LTD.'] [''] ['Shinko Electric Industries Co. Ltd.', 'Taiyo Yuden Co. Ltd.'] [''] ['Tris Inc.', 'Denso Corporation'] [''] ['The George Washington University', 'The United States of America as represented by the Secretary of the Navy'] [''] ['Electronics and Telecommunications Research Institute', 'Korean Broadcasting System'] [''] ['Electronics and Telecommunications Research Institute', 'Dongwon Systems Corporation'] [''] ['Electronics and Telecommunications Research Institute', 'Soongsil University Foundation of University-Industry Cooperation'] [''] ['Airbus Operations SAS', '02Micro'] [''] ['Ricoh Company Ltd.', 'Sijtechnology Inc.'] [''] ['Moxtek Inc.', 'Brigham Young University'] [''] ['Rohm Co. Ltd.', 'Kansai University'] [''] ['Rohm Co. Ltd.', 'MITSUBISHI HEAVY INDUSTRIES LTD.'] [''] ['Rohm Co. Ltd.', 'Finewell Co. Ltd.'] [''] ['Rohm Co. Ltd.', 'Tohoku University'] [''] ['Rohm Co. Ltd.', 'SAE Magnetics (H.K.) Ltd.'] [''] ['Rohm Co. Ltd.', 'Panasonic Corporation'] [''] ['Rohm Co. Ltd.', 'Kyoto University'] [''] ['Shenzhen Jiawei Photovoltaic Lighting Co. Ltd.', 'Light-Core Limited'] [''] ['Q1 Nanosystems Inc', 'The Regents of the University of California'] [''] ['Corning Incorporated', 'S.O.I. Tec Silicon On Insulator Technologies'] [''] ['CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.', 'BOE TECHNOLOGY GROUP CO. LTD.'] [''] ['SIEMENS ENERGY INC.', 'Arkansas Power Electronics International Inc.'] [''] ['The Chinese University of Hong Kong', 'CITY UNIVERSITY OF HONG KONG'] [''] ['STMICROELECTRONICS (CROLLES 2) SAS', 'International Business Machines Corporation'] [''] ['STMICROELECTRONICS (CROLLES 2) SAS', 'STMICROELECTRONICS S.R.L.'] [''] ['STMICROELECTRONICS (CROLLES 2) SAS', 'STMicroeletronics Inc.'] [''] ['Inventec Appliances (Shanghai) Co. Ltd.', 'Inventec Appliances Corp.'] [''] ['Plastic Logic Limited', 'Cambridge Enterprise Limited'] [''] ['Plastic Logic Limited', 'Leibniz-Institut fur Polymerforschung Dresden e.V.'] [''] ['Kia Motors Corporation', 'Myunghwa Ind. Co. Ltd.'] [''] ['Seoul National University Industry Foundation', 'Samsung Techwin Co. Ltd.'] [''] ['Seoul National University Industry Foundation', 'The Board of Trustees of the Leland Stanford Junior University'] [''] ['Sumitomo Rubber Industries Ltd. ', 'Honda Motor Co. Ltd.'] [''] ['Tyco Electronics Singapore PTE Ltd.', 'Tyco Electronics Japan G.K.'] [''] ['Cornell University', 'International Business Machines Corporation'] [''] ['Kobe Steel Limited', 'Samsung Display Co. Ltd.'] [''] ['Kobe Steel Limited', 'Kobelco Construction Machinery Co. Ltd.'] [''] ['Regents of the University of Minnesota', 'Life Services LLC'] [''] ['FIAT POWERTRAIN TECHNOLOGIES S.P.A.', 'FPT INDUSTRIAL S.P.A.'] [''] ['UT-Battelle LLC', 'YALE UNIVERSITY'] [''] ['INNOLUX CORPORATION', 'Innocom Technology (Shenzhen) Co. Ltd.'] [''] ['Murata Machinery Ltd.', 'The Doshisha'] [''] ['JNC Petrochemical Corporation', 'JNC Corporation'] [''] ['SK hynix Inc.', 'Tohoku University'] [''] ['WASEDA UNIVERSITY', 'Panasonic Corporation'] [''] ['BAY ZU PRECISION CO. LTD.', 'International Business Machines Corporation'] [''] ['People & Give Co. Ltd.', 'Global and Creative Partnership'] [''] ['Universal Scientific Industrial Co. Ltd.', 'Universal Global Scientific Industrial Co. Ltd.'] [''] ['Qiuye Sun', 'Northeastern University'] [''] ['Gaslow International Limited', 'Dong Guan Apsun Lighting Technology Co. Ltd'] [''] ['LG INNOTEK CO. LTD.', 'LG Electronics Inc.'] [''] ['Sumitomo Bakelite Co. Ltd.', 'International Business Machines Corporation'] [''] ['Sumitomo Bakelite Co. Ltd.', 'Dacom Corporation'] [''] ['MACRONIX INTERNATIONAL CO. LTD.', 'International Business Machines Corporation'] [''] ['National Applied Research Laboratories', 'MFC Sealing Technology Co. Ltd.'] [''] ['Industrial Technology Research Institute', 'National Chiao Tung University'] [''] ['Hon Hai Precsion Industry Co. Ltd.', 'Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.'] [''] ['Yutaka Giken Co. Ltd.', 'Honda Motor Co. Ltd.'] [''] ['AAC Technologies Holdings Inc.', 'AAC Acoustic Technologies (Shenzhen) Co. Ltd.'] [''] ['Ford Global Technologies LLC', 'Afton Chemical Corporation'] [''] ['Molex Japan Co. Ltd.', 'Advantest Corporation'] [''] ['Matheson Tri-Gas', 'International Business Machines Corporation'] [''] ['VisEra Technologies Company Limited', 'OmniVision Technologies Inc.'] [''] ['Dow Corning Corporation', 'Dow Corning Toray Co. Ltd.'] [''] ['Tokyo Electron Limited', 'Elpida Memory Inc.'] [''] ['Tokyo Electron Limited', 'Tocalo Co. Ltd.'] [''] ['Nippon Telegraph and Telephone Corporation', 'NTT Electronics Corporation'] [''] ['The Trustees of Princeton University', 'VORBECK MATERIALS CORPORATION'] [''] ['The Hong Kong University of Science and Technology', 'University of Macau'] [''] ['The Hong Kong University of Science and Technology', 'The Board of Trustees of the Leland Stanford Junior University'] [''] ['Gigaphoton Inc.', 'Komatsu Ltd.'] [''] ['LARGAN PRECISION CO. LTD.', 'Xinhongzhou Precision Technology Co. Ltd'] [''] ['LARGAN PRECISION CO. LTD.', 'Micro Win Tech Inc.'] [''] ['Savannah River Nuclear Solutions LLC', 'Fisk University'] [''] ['Inventec Appliances Corp.', 'Inventec Appliances (Pudong) Corporation'] [''] ['Tohoku University', 'Fujikin Incorporated'] [''] ['Rockwell Automation Technologies Inc.', 'Rockwell Automation Safely AG'] [''] ['Japan Science and Technology Agency', 'The Regents of the University of California'] [''] ['Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction', 'Techno Sugaya Co. Ltd.'] [''] ['UNIVERSITE DE LIEGE', 'Cockerill Maintenance & Ingénierie S.A.'] [''] ['The University of Maryland', 'Calabatas Creek Research Inc.'] [''] ['YALE UNIVERSITY', 'University of Utah Research Foundation'] [''] ['NEC Energy Devices Ltd.', 'NEC Corporation'] [''] ['United Microelectronic Corp.', 'Lam Research Corporation'] [''] ['Jang Soon Park', 'Baiksan OPC Co. Ltd.'] [''] ['Fuji Electric Co. Ltd.', 'Yoshitaka Sugawara'] [''] ['Fuji Electric Co. Ltd.', 'Denso Corporation'] [''] ['Fuji Electric Co. Ltd.', 'Honda Motor Co. Ltd.'] [''] ['Fuji Electric Co. Ltd.', 'Oncotech Inc.'] [''] ['Seiko Epson Corporation', 'Seiko NPC Corporation'] [''] ['Seiko Epson Corporation', 'Universal Display Corporation'] [''] ['Casio Computer Co. Ltd.', 'CASIO ELECTRONICS MANUFACTURING CO. LTD.'] [''] ['Regal Beloit America Inc.', 'Regal Beloit Australia Pty Ltd'] [''] ['Robert Bosch GmbH', 'Samsund SDI Co. Ltd.'] [''] ['GLOBALFOUNDRIES Singapore Pte. Ltd.', 'Nanyang Technological University'] [''] ['GLOBALFOUNDRIES Singapore Pte. Ltd.', 'National University of Singapore'] [''] ['Matsugaki Chemical Industries Co. Ltd.', 'Shin-Etsu Chemical Co. Ltd.'] [''] ['CNRS-Centre National de la Recherche Scientifique', 'Universite Joseph Fourier'] [''] ['Lite-On Technology Corp.', 'Silitek Electronic (Guangzhou) Co. Ltd.'] [''] ['Lite-On Technology Corp.', 'LITE-ON ELECTRONICS (GUANGZHOU) LIMITED'] [''] ['Siemens Medical Solutions USA Inc.', 'Duke University'] [''] ['E-NETPIC.COM Inc.', 'Epic Communications Inc.'] [''] ['STMicoelectronics (Grenoble 2) SAS', 'STMICROELECTRONICS S.R.L.'] [''] ['Battlefield Telecommunications Systems LLC', 'Purdue Research Foundation'] [''] ['North American Lighting Inc.', 'Toyota Motor Engineering & Manufacturing North America Inc.'] [''] ['Dacom Corporation', 'International Business Machines Corporation'] [''] ['Micro Win Tech Inc.', 'Xinhongzhou Precision Technology Co. Ltd'] [''] ['University of Central Florida Research Foundation Inc.', 'sdPhotonics LLC'] [''] ['STMICROELECTRONICS S.R.L.', 'International Business Machines Corporation'] [''] ['STMICROELECTRONICS S.R.L.', 'STMICROELECTRONICS ASIA PACIFIC PTE. LTD.'] [''] ['STMICROELECTRONICS S.R.L.', 'STMicroelectronics Limited'] [''] ['STMICROELECTRONICS S.R.L.', 'STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.'] [''] ['STMICROELECTRONICS S.R.L.', 'STMicroelectronics International N.V.'] [''] ['Airbus Operations GmbH', 'GOODRICH LIGHTING SYSTEMS GMBH'] [''] ['Bruker BioSpin GmbH', 'Ecole Polytechnique Fédérale de Lausanne'] [''] ['The Board of Trustees of the Leland Stanford Junior University', 'Honda Motor Co. Ltd.'] [''] ['The Board of Trustees of the Leland Stanford Junior University', 'The Regents of the University of California'] [''] ['Hilti Aktiengesellschaft', 'ESW GmbH'] [''] ['Bruker HTS GmbH', 'Oswald Elektromotoren GmbH'] [''] ['France/Ecole Normale Seperieure de Cachan', 'France and Universitat de les Illes Balears'] [''] ['Chung-Hsin Electric & Machinery Mfg. Corp.', 'Wuhan Haixinneng Electric Limited Company'] [''] ['Teledyne Scientific & Imaging LLC', 'The Regents of the University of California'] [''] ['Tyco Electronics Corporation', 'Tyco Electronics Japan G.K.'] [''] ['Tyco Electronics Corporation', 'Tyco Electronics Amp Korea Ltd.'] [''] ['Albert-Ludwigs Universitat Freiburg', 'Micronas GmbH'] [''] ['Lawrence Livermore National Security LLC.', 'GSI'] [''] ['Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.)', 'Guardian Industries Corp.'] [''] ['Tyco Electronics Belgium EC BVBA', 'TE Connectivity Nederland B.V.'] [''] ['Murata Manufacturing Co. Ltd.', 'Denso Corporation'] [''] ['Murata Manufacturing Co. Ltd.', 'KONICA MINOLTA INC.'] [''] ['U-Shin Ltd.', 'Mazda Motor Corporation'] [''] ['DENSO International America Inc.', 'Denso Corporation'] [''] ['West Corporation', 'Dongguan Masstop Liquid Crystal Display Co. Ltd.'] [''] ['Torchlight Technology Co. Ltd.', 'National Chiao Tung University'] [''] ['Tyco Electronics Svenska Holdings AB', 'Tyco Electronics Japan G.K.'] [''] ['LedLink Optics Inc.', 'Yang Zhou LedLink Optics Co. Ltd.'] [''] ['Advics Co. Ltd.', 'Denso Corporation'] [''] ['Synopsys Inc.', 'Synopsys Taiwan Co. Ltd.'] [''] ['CDT OXFORD LIMITED', 'CAMBRIDGE DISPLAY TECHNOLOGY LIMITED'] [''] ['BOE TECHNOLOGY GROUP CO. LTD.', 'Beijing Asahi Glass Electronics Co. Ltd.'] [''] ['BOE TECHNOLOGY GROUP CO. LTD.', 'Suzhou Boe Chatani Electronics Co. Ltd.'] [''] ['Mitsubishi Jidosha Kogyo Kabushiki Kaisha', 'Mitsubishi Jidosha Engineering Kabushiki Kaisha'] [''] ['Toyota Boshoku Kabushiki Kaisha', 'Toyota Shatai Kabushiki Kaisha'] [''] ['Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V.', 'Carl Zeiss Microscopy GmbH'] [''] ['Nanyang Technological University', 'STMICROELECTRONICS ASIA PACIFIC PTE. LTD.'] [''] ['Shin-Etsu Chemical Co. Ltd.', 'Shin-Etsu Handotai Co. Ltd.'] [''] ['Stanley Electric Co. Ltd.', 'Honda Motor Co. Ltd.'] [''] ['Innocom Technology (Shenzhen) Co. Ltd.', 'Chimei Innolux Corporation'] [''] ['Peking University Founder Group Co. Ltd.', 'Founder Microelectronics International Co. Ltd.'] [''] ['Texas Instruments Deutschland GmbH', 'Texas Instruments Incorporated'] [''] ['Intel Corporation', 'INVENTEC (PUDONG) TECHNOLOGY CORPORATION'] [''] ['National Chiao Tung University', 'Richtek Technology Corporation'] [''] ['Infineon Technologies AG', 'International Business Machines Corporation'] [''] ['American Air Liquide Inc.', "L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause"] [''] ['ASML Netherlands B.V.', 'Stichting National Lucht-En Ruimtevaart Laboratorium'] [''] ['International Business Machines Corporation', 'Advanced Micro Devices Inc.'] [''] ['Yamato Electronic Co. Ltd.', 'Asmo Co. Ltd.'] [''] ['Asmo Co. Ltd.', 'Denso Corporation'] [''] ['Denso Corporation', 'Nippon Soken Inc.'] [''] ['Fu An Industrial Co. Ltd.', 'Get Auto Accessories Co. Ltd.'] [''] ['UNIVERSITY OF NEBRASKA BOARD OF REGENTS', 'J.A. Woollam Co. Inc.'] [''] ['Topmore Technology Inc.', 'Aptos Technology Inc.'] [''] ['Lintec Corporation', 'Panasonic Corporation'] [''] ['Lintec Corporation', 'Kyushu University National University Corporation'] [''] ['Hitachi Displays Ltd.', 'Panasonic Liquid Crystal Display Co. Ltd.'] [''] ['Panasonic Liquid Crystal Display Co. Ltd.', 'Panasonic Corporation'] [''] ['Panasonic Liquid Crystal Display Co. Ltd.', 'JAPAN DISPLAY INC.'] [''] ['Panasonic Corporation', 'Cambridge Enterprise Limited'] [''] ['Panasonic Corporation', 'Kyushu University National University Corporation'] [''] ['Henkel Corporation', 'Hino Motors Ltd.']
while ([''] in company):
company.remove([''])
company
[['Shinto Holdings Co. Ltd.', 'Nikkindenji Kogyo Co. Ltd.'], ['HITACHI KOKUSAI ELECTRIC INC.', "L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude"], ['Hyundai Motor Japan R&D Center', 'Hyundai Motor Company'], ['Hyundai Motor Japan R&D Center', 'Kia Motors Corporation'], ['STMicroelectronics (Mala) Ltd', 'STMICROELECTRONICS S.R.L.'], ['ACER INCORPORATED', 'LIANHONG TECHNOLOGY CO. LTD'], ['Canon Kabushiki Kaisha', 'Nihon Ceratec Co. Ltd.'], ['Canon Kabushiki Kaisha', 'Taiheiyo Cement Corporation'], ['Canon Kabushiki Kaisha', 'CANON PRECISION INC.'], ['University of Seoul Industry Cooperation Foundation', 'Samsung Electronics Co. Ltd.'], ['MATERIALS ANALYSIS TECHNOLOGY INC.', 'National Health Research Institutes'], ['Chandler Systems Inc.', 'Intel Corporation'], ['GENITECH INC.', 'Samsung Electronics Co. Ltd.'], ['Korea Electric Power Corporation', 'Samsung Electronics Co. Ltd.'], ['SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION', 'Electronics and Telecommunications Research Institute'], ['Dynalloy Inc', 'GM Global Technology Operations Inc.'], ['HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.', 'BOE TECHNOLOGY GROUP CO. LTD.'], ['Cummins PowerGen IP Inc.', 'CUMMINS CAL PACIFIC LLC'], ['XJ Group Corporation', 'State Grid Corporation of China'], ['BEIJING BOE DISPLAY TECHNOLOGY CO. LTD.', 'BOE TECHNOLOGY GROUP CO. LTD.'], ['Spansion LLC', 'Advanced Micro Devices Inc.'], ['Koito Manufacturing Co. Ltd.', 'Toyota Jidosha Kabushiki Kaisha'], ['Koito Manufacturing Co. Ltd.', 'Hino Motors Ltd.'], ['Volex PLC', 'Applied Micro Circuits Corporation'], ['Advins Inc.', 'Scientific Analysis Instruments Ltd.'], ['Funai Electric Advanced Applied Technology Research Institute Inc.', 'Fuji Electric Co. Ltd.'], ['Chichibu Fuji Co. Ltd.', 'Fuji Electric FA Components & Systems Co. Ltd.'], ['KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 'Toyota Jidosha Kabushiki Kaisha'], ['The Furukawa Electric Co. Ltd.', 'FURUKAWA AUTOMOTIVE SYSTEMS INC.'], ['The Furukawa Electric Co. Ltd.', 'Denso Corporation'], ['The Furukawa Electric Co. Ltd.', 'FURUKAWA MAGNET WIRE CO. LTD.'], ['Nuctech Company Limited', 'Tsinghua University'], ['Sôny Electronics Inc.', 'Sony Côrporation'], ['Toshiba Industrial Products Manufacturing Corporation', 'Kabushiki Kaisha Toshiba'], ['Georgia Tech Research Corp.', 'Phillips Screw Company'], ['Georgia Tech Research Corp.', 'Sila Nanotechnologies Inc.'], ['Georgia Tech Research Corp.', 'Samsung Electronics Co. Ltd.'], ['OLYMPUS CORPORATION', 'Olympus Imaging Corp.'], ['OLYMPUS CORPORATION', 'The University of Tokyo'], ['OLYMPUS CORPORATION', 'Denso Corporation'], ['OLYMPUS CORPORATION', 'Olympus Medical Systems Corp.'], ['Schlumberger Technology Corporation ', 'The University of Tokyo'], ['Toshiba Global Commerce', 'Solutions Holdings Corporation'], ['Asahi Kasei Microdevices Corporation', 'Murata Manufacturing Co. Ltd.'], ['Varian Medical Systems Inc.', 'Sloan-Kettering Institute for Cancer Research'], ['Tokyo Electric Power Company Incorporated', 'Kabushiki Kaisha Toshiba'], ['Tokyo Electric Power Company Incorporated', 'Ishikawajima-Harima Heavy Industries Co. Ltd.'], ['University of California ', 'GSI'], ['University of California ', 'Lawrence Livermore National Security LLC.'], ['TE Connectivity India Private Limited', 'Tyco Electronics Corporation'], ['FIH (Hong Kong) Limited', 'Shenzhen Futaihong Precision Industry Co. Ltd.'], ['Samsung Electronics Co. Ltd.', 'Sungkyunkwan University Foundation for Corporate Collaboration'], ['Samsung Electronics Co. Ltd.', 'Korea Advanced Institue of Science & Technology'], ['Samsung Electronics Co. Ltd.', 'SNU R&DB FOUNDATION'], ['Samsung Electronics Co. Ltd.', 'The Regents of the University of California'], ['Samsung Electronics Co. Ltd.', 'Industry-Academic Cooperation Foundation Yonsei University'], ['Samsung Electronics Co. Ltd.', 'GLOBALFOUNDRIES Inc.'], ['Samsung Electronics Co. Ltd.', 'Seoul National University Industry Foundation'], ['Samsung Electronics Co. Ltd.', 'Dongguk University Industry-Academic Cooperation Foundation'], ['Samsung Electronics Co. Ltd.', 'Korea University of Technology and Education Industry-University Cooperation Foundation'], ['Samsung Electronics Co. Ltd.', 'Postech Academy-Industry Foundation Postech Univ. of Science and Technology'], ['Samsung Electronics Co. Ltd.', 'Industry-University Cooperation Foundation Hanyang University'], ['Samsung Electronics Co. Ltd.', 'IMEC'], ['Samsung Electronics Co. Ltd.', 'STMICROELECTRONICS S.R.L.'], ['Samsung Electronics Co. Ltd.', 'INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY'], ['Samsung Electronics Co. Ltd.', 'Cheil Industries Inc.'], ['Samsung Electronics Co. Ltd.', 'International Business Machines Corporation'], ['Samsung Electronics Co. Ltd.', 'Industry-Academic Cooperation Foundation'], ['Samsung Electronics Co. Ltd.', 'Taiwan Semiconductor Manufacturing Company Ltd.'], ['Samsung Electronics Co. Ltd.', 'Osaka University'], ['Samsung Electronics Co. Ltd.', 'INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY'], ['Samsung Electronics Co. Ltd.', 'Samsung Display Co. Ltd.'], ['NANOHOLDINGS LLC', 'University of Florida Research Foundation Inc.'], ['Tanaka Kikinzoku Kogyo K.K.', 'The University of Tokyo'], ['Tanaka Kikinzoku Kogyo K.K.', 'Seiko Epson Corporation'], ['Suzhou Golden Crown New Energy Co. Ltd', 'Golden Crown New Energy (HK) Limited'], ['Ulvac Inc.', 'Sanyo Electric Co. Ltd.'], ['Centre National de la Recherche Scientifique (CNRS)', 'International Business Machines Corporation'], ['Centre National de la Recherche Scientifique (CNRS)', 'Societe Francaise de Detecteurs Infrarouges - SOFRADIR'], ['Centre National de la Recherche Scientifique (CNRS)', 'Universite Montpellier 2 Sciences et Techniques'], ['Centre National de la Recherche Scientifique (CNRS)', 'UNIVERSITE CLAUDE BERNARD LYON I'], ['Centre National de la Recherche Scientifique (CNRS)', 'France/Ecole Normale Seperieure de Cachan'], ['Centre National de la Recherche Scientifique (CNRS)', 'France and Universitat de les Illes Balears'], ['Centre National de la Recherche Scientifique (CNRS)', "COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES"], ['Toshiba Medical Systems Corporation', 'Kabushiki Kaisha Toshiba'], ['Hynix Semiconductor Inc.', 'SNU R&DB FOUNDATION'], ['Hynix Semiconductor Inc.', 'Grandis Inc.'], ['Hitachi Mito Engineering Co. Ltd.', 'Hitachi Ltd.'], ['Shenzhen Futaihong Precision Industry Co. Ltd.', 'Chi Mei Communication Systems Inc.'], ['NEC Tokin Corporation', 'Denso Corporation'], ['Postech Foundation', 'Seoul Opto Device Co. Ltd.'], ['TS Tech Co. Ltd.', 'Honda Motor Co. Ltd.'], ['King Abdulaziz City Science and Technology', 'KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS'], ['Tyco Electronics Holdings (Bermuda) No. 7 Ltd.', 'Tyco Electronics Corporation'], ['Xiangtan Electric Manufacturing Co. Ltd.', 'Xiangtan Liyuan Electric Tooling Co. Ltd.'], ['UD Trucks Corporation', 'WASEDA UNIVERSITY'], ['Tokyo Institute of Technology', 'Honda Motor Co. Ltd.'], ['University of Massachusetts', 'The Regents of the University of California'], ['Toyota Jidosha Kabushiki Kaisha', 'Shinshu University'], ['Toyota Jidosha Kabushiki Kaisha', 'Sumitomo Metal Mining Co. Ltd.'], ['Toyota Jidosha Kabushiki Kaisha', 'National University Corporation Nagoya University'], ['Toyota Jidosha Kabushiki Kaisha', 'Autonetworks Technologies Ltd.'], ['Toyota Jidosha Kabushiki Kaisha', 'Hino Motors Ltd.'], ['Toyota Jidosha Kabushiki Kaisha', 'AISIN SEIKI KABUSHIKI KAISHA'], ['Toyota Jidosha Kabushiki Kaisha', 'Aisin AW Co. Ltd.'], ['Toyota Jidosha Kabushiki Kaisha', 'Denso Corporation'], ['Toyota Jidosha Kabushiki Kaisha', 'Sumitomo Electric Industries Ltd.'], ['Toyota Jidosha Kabushiki Kaisha', 'Sumitomo Wiring Systems Ltd.'], ['Toyota Jidosha Kabushiki Kaisha', 'Panasonic Corporation'], ['Toyota Jidosha Kabushiki Kaisha', 'Kabushiki Kaisha Toyota Jidoshokki'], ['Vanderbilt University', 'Molecular Sensing Inc.'], ['Neomax Materials Co. Ltd.', 'Hitachi Metals Ltd.'], ['SK Telecom Co. Ltd.', 'SNU R&DB FOUNDATION'], ['Kyungpook National University Industry Academic Cooperation Foundation', 'The Board of Trustees of the Leland Stanford Junior University'], ['Kyungpook National University Industry Academic Cooperation Foundation', 'Seoul National University Industry Foundation'], ['Mersen USA Newburyport-MA LLC', 'Northeastern University'], ['Cal-Comp Precision (Singapore) Limited', 'Cal-Comp Electronics & Communications Company Limited'], ['CITIZEN HOLDINGS CO. LTD.', 'Citizen Electronics Co. Ltd.'], ['Institut Ploytechnique de Grenoble', "COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES"], ['Curators of the University of Missouri ', 'Integral Laser Solutions Inc.'], ['Silergy Semiconductor Technology (Hangzhou) LTD', 'Silergy Technology'], ['KBC RESEARCH FOUNDATION PVT. LTD.', 'SunEdison Semiconductor Limited (UEN201334164H)'], ['GLOBAL FOUNDRIES INC.', 'International Business Machines Corporation'], ['Sony Computer Entertainment Inc.', 'Sony Côrporation'], ['Ishikawajima-Harima Heavy Industries Co. Ltd.', 'Kabushiki Kaisha Toshiba'], ['Lextar Electronics Corp.', 'Lextar Electronics Corporation'], ['H-Tech LLC', 'SRI Hermatics Inc.'], ['American Power Conversion Corporation', 'Hydrogenics Corporation'], ['Sumitomo Metal Mining Co. Ltd.', 'Sanken Electric Co. Ltd.'], ['Sumitomo Metal Mining Co. Ltd.', 'Fuji Electric Co. Ltd.'], ['Sumitomo Metal Mining Co. Ltd.', 'Nissan Motor Co. Ltd.'], ['Alpine Electronics Inc.', 'Blueprint Acoustics Pty Ltd.'], ['JC Protek Co. Ltd.', 'Andong National University Industry Academic Cooperation Foundation'], ['University of Tennessee Research Foundation', 'YALE UNIVERSITY'], ['University of Tennessee Research Foundation', 'UT-Battelle LLC'], ['University of Tennessee Research Foundation', 'The Regents of the University of Colorado'], ['University of Tennessee Research Foundation', 'National Institute of Standards and Technology'], ['Shimadzu Corporation', 'Shimadzu Research Laboratory (Shanghai) Co. Ltd.'], ['FCI Americas Technology Inc.', 'FCI'], ['Sumitomo Wiring Systems Ltd.', 'Autonetworks Technologies Ltd.'], ['Sumitomo Wiring Systems Ltd.', 'Sumitomo Electric Industries Ltd.'], ['Askey Computer Corp.', 'Askey Technology (Jiangsu) Ltd.'], ['SCK.-CEN', 'KATHOLIEKE UNIVERSITEIT LEUVEN'], ['Taiheiyo Cement Corporation', 'Nihon Ceratec Co. Ltd.'], ['Toppan Printing Co. Ltd.', 'Advantest Corp.'], ['Industry-Academic Cooperation Foundation Yonsei University', 'Hyundai Motor Company'], ['Industry-Academic Cooperation Foundation Yonsei University', 'Kia Motors Corporation'], ['Industry-Academic Cooperation Foundation Yonsei University', 'Samsung Display Co. Ltd.'], ['FSP-Powerland Technology Inc.', 'FSP TECHNOLOGY INC.'], ['Intermolecular Inc.', 'Kabushiki Kaisha Toshiba'], ['Intermolecular Inc.', 'GLOBALFOUNDRIES Inc.'], ['Intermolecular Inc.', 'SanDisk 3D LLC'], ['Intermolecular Inc.', 'Elpidia Memory Inc.'], ['Intermolecular Inc.', 'Elpida Memory Inc.'], ['Massachusetts Institute of Technology', 'Beth Israel Deaconess Medical Center Inc.'], ['Massachusetts Institute of Technology', 'The Charles Stark Draper Laboratory Inc.'], ['Massachusetts Institute of Technology', 'KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS'], ['Massachusetts Institute of Technology', 'The President and Fellows of Harvard College'], ['Massachusetts Institute of Technology', 'Raytheon Company'], ['Philips Lumileds Lighting Company LLC', 'Koninklijke Philips Electronics N.V.'], ['Philips Lumileds Lighting Company LLC', 'KONINKLIJKE PHILIPS N.V.'], ['Sanyo Technology Center (Shenzhen) Co. Ltd.', 'Sanyo Electric Co. Ltd.'], ['Kirk Key Interlock Company LLC', 'Utility Relay Company'], ['Eastfield Corporation', 'Peak Power & Mfg. Inc.'], ['Volkswagon AG', 'iHi CHARGING SYSTEMS INTERNATIONAL GMBH'], ['Volkswagon AG', 'Mahle International GmbH'], ['Fuji Jukogyo Kabushiki Kaisha', 'Nippon Chemical Industrial Co. Ltd.'], ['SanDisk 3D LLC', 'Kabushiki Kaisha Toshiba'], ['X-FAB SEMICONDUCTOR FOUNDRIES AG', 'MELEXIS TECHNOLOGIES NV'], ['Spicer Technology Inc.', 'Bubble Technologies Industries Inc.'], ['American Audio Components Inc.', 'AAC Acoustic Technologies (Shenzhen) Co. Ltd.'], ['Kyocera Corporation', 'MEDTRONIC INC.'], ['Kyocera Corporation', 'Fuji Electric Co. Ltd.'], ['Kyocera Corporation', 'Oncotech Inc.'], ['Japan Aviation Electronics Industry Ltd.', 'Jae Taiwan Ltd.'], ['Japan Aviation Electronics Industry Ltd.', 'J & S Electronics Inc.'], ['Princeton University Office of Technology and Trademark Licensing', 'Universal Display Corporation'], ['Tatung University', 'Tatung Company'], ['Headway Technologies Inc.', 'SAE Magnetics (H.K.) Ltd.'], ['Board of Regents University of Texas System', 'Texas Micro Inc.'], ['Konkuk University Industrial Cooperation Corp.', 'Electronics and Telecommunications Research Institute'], ['Tel Solar AG', 'Sony Côrporation'], ['Korea University Research and Business Foundation', 'SK Hynic Inc.'], ['IHI AEROSPACE CO. LTD.', 'SINFONIA TECHNOLOGY CO. LTD.'], ['Osaka University', 'Dainippon Screen Mfg. Co. Ltd.'], ['Osaka University', 'Hamamatsu Photonics K.K.'], ['Keihin Corporation', 'Honda Motor Co. Ltd.'], ['Samsung SDI Co. Ltd.', 'Robert Bosch GmbH'], ['STMicroelectronics (Grenoble 2) SAS', 'STMICROELECTRONICS S.R.L.'], ['STMicroelectronics (Grenoble 2) SAS', 'STMicroelectronics (Research & Development) Limited'], ['Telaris Inc.', 'California Institute of Technology'], ['Suzuki Motor Corporation ', 'Lithium Energy Japan'], ['Adesto Technologies France SARL', 'Adesto Technologies Corporation'], ['The Regents of the University of Colorado', 'National Institute of Standards and Technology'], ['Altis Semiconductor', 'Adesto Technologies Corporation'], ['Fujitsu Limited', 'Fujitsu Component Limited'], ['Fujitsu Limited', 'Fujitsu Semiconductor Limited'], ['Power Digital Delight Co. Ltd.', 'Easthill Industrial Co. Ltd.'], ['Nissan Motor Co. Ltd.', 'Sanken Electric Co. Ltd.'], ['Nissan Motor Co. Ltd.', 'Fuji Electric Co. Ltd.'], ['iHi CHARGING SYSTEMS INTERNATIONAL GMBH', 'Mahle International GmbH'], ['KATHOLIEKE UNIVERSITEIT LEUVEN', 'IMEC'], ['GLOBALFOUNDRIES Inc.', 'International Business Machines Corporation'], ['GLOBALFOUNDRIES Inc.', 'STMICROELECTRONICS S.R.L.'], ['Conti Temic microelectronic GmbH', 'FREESCALE SEMICONDUCTOR INC.'], ['Sumitomo Electric Industries Ltd.', 'Sharp Kabushiki Kaisha'], ['Sumitomo Electric Industries Ltd.', 'Sumitomo Electric Toyama Co. Ltd.'], ['Sumitomo Electric Industries Ltd.', 'National University Corporation Nagoya University'], ['Sumitomo Electric Industries Ltd.', 'Autonetworks Technologies Ltd.'], ['Sumitomo Electric Industries Ltd.', 'Sony Côrporation'], ['Sumitomo Electric Industries Ltd.', 'Sumitomo Electric Device Innovations Inc.'], ['Sumitomo Electric Industries Ltd.', 'National University Corporation Toyohashi University of Technology'], ['Sumitomo Electric Industries Ltd.', 'Sumitomo Electric Sintered Alloy Ltd.'], ['Sumitomo Electric Industries Ltd.', 'NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY'], ['National Institute of Advanced Industrial Science and Technology', 'Central Research Institute of Electric Power Industry'], ['National Institute of Advanced Industrial Science and Technology', 'Japan Science and Technology Agency'], ['National Institute of Advanced Industrial Science and Technology', 'The University of Tokyo'], ['National Institute of Advanced Industrial Science and Technology', 'Showa Denko K.K.'], ['National Institute of Advanced Industrial Science and Technology', 'Sumitomo Chemical Company Limited'], ['LAAS-CNRE', 'Atmel Rousset S.A.S.'], ['FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD.', 'Foxconn Technology Co. Ltd.'], ['Kokichi Terajima', 'Xinhongzhou Precision Technology Co. Ltd'], ['Kokichi Terajima', 'Micro Win Tech Inc.'], ['Kokichi Terajima', 'LARGAN PRECISION CO. LTD.'], ['IMEC', 'Taiwan Semiconductor Manufacturing Company Ltd.'], ['IMEC', 'Sony Côrporation'], ['IMEC', 'Universiteit Gent'], ['IMEC', 'Katholieke Universiteit Leuven K.U. Leuven R&D'], ['IMEC', 'Panasonic Corporation'], ['IMEC', 'ASML Netherlands B.V.'], ['Kowa Company Ltd.', 'Techsign Light Panel Co. Ltd.'], ['ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES', 'ECOLE POLYTECHNIQUE'], ['Maytag Corporation', 'Satori S-Tech Co. Ltd.'], ['Priestman Goode', 'Cambridge Design Partnership LLP'], ['Siémens Aktiengesellschaft', 'Siemens Industry Inc.'], ['Siémens Aktiengesellschaft', 'Caterpillar Global Mining LLC'], ['Siémens Aktiengesellschaft', 'Massachusetts General Hospital'], ['Siémens Aktiengesellschaft', 'Siemens Medical Solutions USA Inc.'], ['Tohoku Pioneer Corporation', 'Mitsubishi Electric Corporation'], ['Tohoku Pioneer Corporation', 'Pioneer Corporation'], ['Applied Materials Inc.', 'International Business Machines Corporation'], ['Renesas Electronics Corporation', 'International Business Machines Corporation'], ['Renesas Electronics Corporation', 'Hitachi Tohbu Semiconductor Ltd.'], ['Renesas Electronics Corporation', 'ITT Corporation'], ['Renesas Electronics Corporation', 'Hitachi Device Engineering Co. Ltd.'], ['Renesas Electronics Corporation', 'Hitachi ULSI Systems Co. Ltd.'], ['Renesas Electronics Corporation', 'Hitachi Yonezawa Electronics Co. Ltd.'], ['IMEC VZW', 'Universiteit Gent'], ['TDK Corporation', 'Rohm Co. Ltd.'], ['TDK Corporation', 'SAE Magnetics (H.K.) Ltd.'], ['TDK Corporation', 'TDK Korea Corporation'], ['Central Research Institute of Electric Power Industry', 'Showa Denko K.K.'], ['Showa Denko K.K.', 'Kabushiki Kaisha Toyota Jidoshokki'], ['BYD Company Limited', 'SHENZHEN BYD AUTO R&D COMPANY LIMITED'], ['Sony Côrporation', 'Tohoku University'], ['Sony Côrporation', 'Kyoto University'], ['Sony Côrporation', 'Sony Mobile Communications Inc.'], ['Sony Côrporation', 'SONY PICTURES TECHNOLOGIES INC.'], ['Sony Côrporation', 'ASML Netherlands B.V.'], ['Hyundai Motor Company', 'LG Hausys Ltd.'], ['Hyundai Motor Company', 'Korea Institute of Science & Technology'], ['Hyundai Motor Company', 'Kia Motors Corporation'], ['Hyundai Motor Company', 'HYUNDAI MOBIS CO. LTD.'], ['Hyundai Motor Company', 'SL Lighting Corporation'], ['Hyundai Motor Company', 'Il Heung Co. Ltd.'], ['Hyundai Motor Company', 'Myunghwa Ind. Co. Ltd.'], ['Hayterzlab', 'Heiwa'], ['Champion Elite Company Limited', 'Midas Wei Trading Co. Ltd.'], ['Korea Research Institute of Standards and Science', 'Micro Motion Technology Co. Ltd.'], ['S.T. Corporation', 'Montana State University'], ['Nihon Colmo Co. Ltd.', 'Panasonic Corporation'], ['Plextronics Inc.', 'Nano-C Inc.'], ['The Furukawa Electric Company Ltd.', 'FURUKAWA AUTOMOTIVE SYSTEMS INC.'], ['SEMICONDUCTOR COMPONENTS INDUSTRIES LLC', 'Futaba Corporation'], ["OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA)", "COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES"], ['Nitto Kogaku KK', 'Koike Yashuhiro'], ['Tyco Electronics Raychem GmbH', 'Tyco Electronics AMP Espana SA'], ['Tyco Electronics Raychem GmbH', 'Tyco Electronics Corporation'], ['CHAMP TECH OPTICAL (FOSHAN) CORPORATION', 'Foxconn Technology Co. Ltd.'], ['Hitachi Industrial Equipment System Co.', 'Nippon Steel & Sumikin Stainless Steel Corporation'], ['NthDegree Technologies Worldwide Inc.', 'NASA an agency of the United States'], ['NthDegree Technologies Worldwide Inc.', 'NASA'], ['Board of Regents of the University of Oklahoma', 'Phononic Devices Inc.'], ['Daimler-Benz AG', 'Ford Motor Company'], ['IMRA America Inc.', 'The Regents of the University of Colorado a body corporate'], ['EchoStar Technologies L.L.C.', 'DISH Network L.L.C.'], ['KWANSEI GAKUIN EDUCATIONAL FOUNDATION', 'TOYO TANSO CO. LTD.'], ['Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.', 'Carl Zeiss Microscopy GmbH'], ['Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.', 'Deutsches Krebsforschungszentrum'], ['Sanyo Electric Co. Ltd.', 'Saga Sanyo Industries Co. Ltd.'], ['Sanyo Electric Co. Ltd.', 'Mitsubishi Metal Corporation'], ['Furukawa Co. Ltd.', 'Tohoku Techno Arch Co. Ltd.'], ['Fu Tai Industry (Shenzhen) Co. Ltd.', 'Hon Hai Precision Industry Co. Ltd.'], ['Ecole Polytechnique Federale de Lausanne (EPFL)', 'Bruker BioSpin GmbH'], ['Baxter International Inc.', 'Baxter Healthcare S.A.'], ['Nujira Limited', 'Skyworks Solutions Inc.'], ['Nantong Ya Tai Candle Arts & Crafts Co. Ltd.', 'Shanghai Q Mall & Co. Ltd.'], ['TECHNOVA INC.', 'National University Corporation Nagoya University'], ['Toshiba Lightning & Technology Corporation', 'Kabushiki Kaisha Toshiba'], ['Giant Electric Vehicle Kunshan Co. Ltd.', 'National Yunlin University of Science and Technology'], ['Korea Advanced Institue of Science & Technology', 'Electronics and Telecommunications Research Institute'], ['Korea Advanced Institue of Science & Technology', 'Samsung Display Co. Ltd.'], ['Tadahiro Ohmi', 'Rohm Co. Ltd.'], ['Kabushiki Kaisha Toshiba', 'International Business Machines Corporation'], ['Kabushiki Kaisha Toshiba', 'TOSHIBA TEC KABUSHIKI KAISHA'], ['Kabushiki Kaisha Toshiba', 'TOSHIBA MATERIALS CO. LTD.'], ['Kabushiki Kaisha Toshiba', 'Toshiba Electron Tubes & Devices Co. Ltd.'], ['Kabushiki Kaisha Toshiba', 'Toshiba Lighting & Technology Corporation'], ['Kabushiki Kaisha Toshiba', 'FREESCALE SEMICONDUCTOR INC.'], ['Sumitomo Chemical Company Limited', 'The University of Tokyo'], ['Battelle Memorial Institute', 'The Trustees of Princeton University'], ['National University Corporation Nagoya University', 'Seiko Epson Corporation'], ['National University Corporation Nagoya University', 'Murata Manufacturing Co. Ltd.'], ['National University Corporation Nagoya University', 'Semiconductor Technology Academic Research Center'], ['National University Corporation Nagoya University', 'Foundation for Advancement of International Science'], ['CSP-Innovazione Nelle ICT Scarl', "S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A."], ['Legrand France', 'Legrand SNC'], ['Dolby Laboratories Licensing Corporation', 'Dolby International AB'], ['National Taipei University of Technology', 'Phansco Corp.'], ['Hitachi Ltd.', 'Hitachi High-Technologies Corporation'], ['Hitachi Ltd.', 'Shin-Kobe Electric Machinery Co. Ltd.'], ['AT&T MOBILITY II LLC', 'AT&T INTELLECTUAL PROPERTY I L.P.'], ['Oxford Instruments Ltd.', 'Oxford Instruments AFM Inc'], ['Fuji Electric FA Components & Systems Co. Ltd.', 'Fuji Electric Co. Ltd.'], ['FURUKAWA MAGNET WIRE CO. LTD.', 'Denso Corporation'], ['SNU R&DB FOUNDATION', 'Samsung Display Co. Ltd.'], ['KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS', 'King Abdulaziz City for Science and Technology'], ['FREESCALE SEMICONDUCTOR INC.', 'International Business Machines Corporation'], ['FREESCALE SEMICONDUCTOR INC.', 'STMicroelectronics Limited'], ['FREESCALE SEMICONDUCTOR INC.', 'STMICROELECTRONICS S.R.L.'], ['FREESCALE SEMICONDUCTOR INC.', "COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES"], ['Fundació Institut de Ciències Fotòniques', 'Consejo Superior de Investigaciones Cientificas'], ['X-Body Inc.', 'The Board of Trustees of the University of Illinois'], ['Taiwan Semiconductor Manufacturing Company Ltd.', 'Global Unichip Corp.'], ['KINPO ELECTRONICS INC.', 'Cal-Comp Electronics & Communications Company Limited'], ['King Abdulaziz City for Science and Technology', 'International Business Machines Corporation'], ['NEC Access Technica Ltd.', 'NEC Corporation'], ['NEC Access Technica Ltd.', 'NEC Engineering Ltd.'], ['Sanken Electric Co. Ltd.', 'Fuji Electric Co. Ltd.'], ['Toshiba America Electronic Components Inc.', 'International Business Machines Corporation'], ['Toyoda Gosei Co. Ltd.', 'Sumita Optical Glass Inc.'], ['AISIN SEIKI KABUSHIKI KAISHA', 'Aisin AW Co. Ltd.'], ['AISIN SEIKI KABUSHIKI KAISHA', 'Honda Motor Co. Ltd.'], ['Caterpillar Global Mining LLC', 'Siemens Industry Inc.'], ['ATI Technologies Inc.', 'Advanced Micro Devices Inc.'], ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'International Business Machines Corporation'], ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'Universite Joseph Fourier'], ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'ISORG'], ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'Centre Nationale de la Recherche Scientifique (CNRS)'], ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'STMICROELECTRONICS S.R.L.'], ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'CNRS-Centre National de la Recherche Scientifique'], ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'STMICROELECTRONICS (CROLLES 2) SAS'], ['Colonial Plastics Inc.', 'Ford Global Technologies LLC'], ['Dow Global Technologies Inc.', 'California Institute of Technology'], ['Los Alamos National Security LLC', 'Sharp Corporation'], ['NCKU Research & Development Foundation', 'Himax Technologies Limited'], ['Hon Hai Precision Industry Co. Ltd.', 'Tsinghua University'], ['Hon Hai Precision Industry Co. Ltd.', 'Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.'], ['Hon Hai Precision Industry Co. Ltd.', 'Hong Fu Precision Industry (ShenZhen) Co. Ltd.'], ['Hon Hai Precision Industry Co. Ltd.', 'Fu Tai Hua Industry (Shenzhen) Co. Ltd.'], ['Ledlink Optics (Dong Guan) Co. Ltd.', 'Yang Zhou LedLink Optics Co. Ltd.'], ['Ledlink Optics (Dong Guan) Co. Ltd.', 'LedLink Optics Inc.'], ['Sharp Kabushiki Kaisha', 'Honda Motor Co. Ltd.'], ['Sharp Kabushiki Kaisha', 'Fuji Electric Co. Ltd.'], ['Sharp Kabushiki Kaisha', 'SEMICONDUCTOR ENERGY LABORATORY CO. LTD.'], ['Shinko Electric Industries Co. Ltd.', 'Taiyo Yuden Co. Ltd.'], ['Tris Inc.', 'Denso Corporation'], ['The George Washington University', 'The United States of America as represented by the Secretary of the Navy'], ['Electronics and Telecommunications Research Institute', 'Korean Broadcasting System'], ['Electronics and Telecommunications Research Institute', 'Dongwon Systems Corporation'], ['Electronics and Telecommunications Research Institute', 'Soongsil University Foundation of University-Industry Cooperation'], ['Airbus Operations SAS', '02Micro'], ['Ricoh Company Ltd.', 'Sijtechnology Inc.'], ['Moxtek Inc.', 'Brigham Young University'], ['Rohm Co. Ltd.', 'Kansai University'], ['Rohm Co. Ltd.', 'MITSUBISHI HEAVY INDUSTRIES LTD.'], ['Rohm Co. Ltd.', 'Finewell Co. Ltd.'], ['Rohm Co. Ltd.', 'Tohoku University'], ['Rohm Co. Ltd.', 'SAE Magnetics (H.K.) Ltd.'], ['Rohm Co. Ltd.', 'Panasonic Corporation'], ['Rohm Co. Ltd.', 'Kyoto University'], ['Shenzhen Jiawei Photovoltaic Lighting Co. Ltd.', 'Light-Core Limited'], ['Q1 Nanosystems Inc', 'The Regents of the University of California'], ['Corning Incorporated', 'S.O.I. Tec Silicon On Insulator Technologies'], ['CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.', 'BOE TECHNOLOGY GROUP CO. LTD.'], ['SIEMENS ENERGY INC.', 'Arkansas Power Electronics International Inc.'], ['The Chinese University of Hong Kong', 'CITY UNIVERSITY OF HONG KONG'], ['STMICROELECTRONICS (CROLLES 2) SAS', 'International Business Machines Corporation'], ['STMICROELECTRONICS (CROLLES 2) SAS', 'STMICROELECTRONICS S.R.L.'], ['STMICROELECTRONICS (CROLLES 2) SAS', 'STMicroeletronics Inc.'], ['Inventec Appliances (Shanghai) Co. Ltd.', 'Inventec Appliances Corp.'], ['Plastic Logic Limited', 'Cambridge Enterprise Limited'], ['Plastic Logic Limited', 'Leibniz-Institut fur Polymerforschung Dresden e.V.'], ['Kia Motors Corporation', 'Myunghwa Ind. Co. Ltd.'], ['Seoul National University Industry Foundation', 'Samsung Techwin Co. Ltd.'], ['Seoul National University Industry Foundation', 'The Board of Trustees of the Leland Stanford Junior University'], ['Sumitomo Rubber Industries Ltd. ', 'Honda Motor Co. Ltd.'], ['Tyco Electronics Singapore PTE Ltd.', 'Tyco Electronics Japan G.K.'], ['Cornell University', 'International Business Machines Corporation'], ['Kobe Steel Limited', 'Samsung Display Co. Ltd.'], ['Kobe Steel Limited', 'Kobelco Construction Machinery Co. Ltd.'], ['Regents of the University of Minnesota', 'Life Services LLC'], ['FIAT POWERTRAIN TECHNOLOGIES S.P.A.', 'FPT INDUSTRIAL S.P.A.'], ['UT-Battelle LLC', 'YALE UNIVERSITY'], ['INNOLUX CORPORATION', 'Innocom Technology (Shenzhen) Co. Ltd.'], ['Murata Machinery Ltd.', 'The Doshisha'], ['JNC Petrochemical Corporation', 'JNC Corporation'], ['SK hynix Inc.', 'Tohoku University'], ['WASEDA UNIVERSITY', 'Panasonic Corporation'], ['BAY ZU PRECISION CO. LTD.', 'International Business Machines Corporation'], ['People & Give Co. Ltd.', 'Global and Creative Partnership'], ['Universal Scientific Industrial Co. Ltd.', 'Universal Global Scientific Industrial Co. Ltd.'], ['Qiuye Sun', 'Northeastern University'], ['Gaslow International Limited', 'Dong Guan Apsun Lighting Technology Co. Ltd'], ['LG INNOTEK CO. LTD.', 'LG Electronics Inc.'], ['Sumitomo Bakelite Co. Ltd.', 'International Business Machines Corporation'], ['Sumitomo Bakelite Co. Ltd.', 'Dacom Corporation'], ['MACRONIX INTERNATIONAL CO. LTD.', 'International Business Machines Corporation'], ['National Applied Research Laboratories', 'MFC Sealing Technology Co. Ltd.'], ['Industrial Technology Research Institute', 'National Chiao Tung University'], ['Hon Hai Precsion Industry Co. Ltd.', 'Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.'], ['Yutaka Giken Co. Ltd.', 'Honda Motor Co. Ltd.'], ['AAC Technologies Holdings Inc.', 'AAC Acoustic Technologies (Shenzhen) Co. Ltd.'], ['Ford Global Technologies LLC', 'Afton Chemical Corporation'], ['Molex Japan Co. Ltd.', 'Advantest Corporation'], ['Matheson Tri-Gas', 'International Business Machines Corporation'], ['VisEra Technologies Company Limited', 'OmniVision Technologies Inc.'], ['Dow Corning Corporation', 'Dow Corning Toray Co. Ltd.'], ['Tokyo Electron Limited', 'Elpida Memory Inc.'], ['Tokyo Electron Limited', 'Tocalo Co. Ltd.'], ['Nippon Telegraph and Telephone Corporation', 'NTT Electronics Corporation'], ['The Trustees of Princeton University', 'VORBECK MATERIALS CORPORATION'], ['The Hong Kong University of Science and Technology', 'University of Macau'], ['The Hong Kong University of Science and Technology', 'The Board of Trustees of the Leland Stanford Junior University'], ['Gigaphoton Inc.', 'Komatsu Ltd.'], ['LARGAN PRECISION CO. LTD.', 'Xinhongzhou Precision Technology Co. Ltd'], ['LARGAN PRECISION CO. LTD.', 'Micro Win Tech Inc.'], ['Savannah River Nuclear Solutions LLC', 'Fisk University'], ['Inventec Appliances Corp.', 'Inventec Appliances (Pudong) Corporation'], ['Tohoku University', 'Fujikin Incorporated'], ['Rockwell Automation Technologies Inc.', 'Rockwell Automation Safely AG'], ['Japan Science and Technology Agency', 'The Regents of the University of California'], ['Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction', 'Techno Sugaya Co. Ltd.'], ['UNIVERSITE DE LIEGE', 'Cockerill Maintenance & Ingénierie S.A.'], ['The University of Maryland', 'Calabatas Creek Research Inc.'], ['YALE UNIVERSITY', 'University of Utah Research Foundation'], ['NEC Energy Devices Ltd.', 'NEC Corporation'], ['United Microelectronic Corp.', 'Lam Research Corporation'], ['Jang Soon Park', 'Baiksan OPC Co. Ltd.'], ['Fuji Electric Co. Ltd.', 'Yoshitaka Sugawara'], ['Fuji Electric Co. Ltd.', 'Denso Corporation'], ['Fuji Electric Co. Ltd.', 'Honda Motor Co. Ltd.'], ['Fuji Electric Co. Ltd.', 'Oncotech Inc.'], ['Seiko Epson Corporation', 'Seiko NPC Corporation'], ['Seiko Epson Corporation', 'Universal Display Corporation'], ['Casio Computer Co. Ltd.', 'CASIO ELECTRONICS MANUFACTURING CO. LTD.'], ['Regal Beloit America Inc.', 'Regal Beloit Australia Pty Ltd'], ['Robert Bosch GmbH', 'Samsund SDI Co. Ltd.'], ['GLOBALFOUNDRIES Singapore Pte. Ltd.', 'Nanyang Technological University'], ['GLOBALFOUNDRIES Singapore Pte. Ltd.', 'National University of Singapore'], ['Matsugaki Chemical Industries Co. Ltd.', 'Shin-Etsu Chemical Co. Ltd.'], ['CNRS-Centre National de la Recherche Scientifique', 'Universite Joseph Fourier'], ['Lite-On Technology Corp.', 'Silitek Electronic (Guangzhou) Co. Ltd.'], ['Lite-On Technology Corp.', 'LITE-ON ELECTRONICS (GUANGZHOU) LIMITED'], ['Siemens Medical Solutions USA Inc.', 'Duke University'], ['E-NETPIC.COM Inc.', 'Epic Communications Inc.'], ['STMicoelectronics (Grenoble 2) SAS', 'STMICROELECTRONICS S.R.L.'], ['Battlefield Telecommunications Systems LLC', 'Purdue Research Foundation'], ['North American Lighting Inc.', 'Toyota Motor Engineering & Manufacturing North America Inc.'], ['Dacom Corporation', 'International Business Machines Corporation'], ['Micro Win Tech Inc.', 'Xinhongzhou Precision Technology Co. Ltd'], ['University of Central Florida Research Foundation Inc.', 'sdPhotonics LLC'], ['STMICROELECTRONICS S.R.L.', 'International Business Machines Corporation'], ['STMICROELECTRONICS S.R.L.', 'STMICROELECTRONICS ASIA PACIFIC PTE. LTD.'], ['STMICROELECTRONICS S.R.L.', 'STMicroelectronics Limited'], ['STMICROELECTRONICS S.R.L.', 'STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.'], ['STMICROELECTRONICS S.R.L.', 'STMicroelectronics International N.V.'], ['Airbus Operations GmbH', 'GOODRICH LIGHTING SYSTEMS GMBH'], ['Bruker BioSpin GmbH', 'Ecole Polytechnique Fédérale de Lausanne'], ['The Board of Trustees of the Leland Stanford Junior University', 'Honda Motor Co. Ltd.'], ['The Board of Trustees of the Leland Stanford Junior University', 'The Regents of the University of California'], ['Hilti Aktiengesellschaft', 'ESW GmbH'], ['Bruker HTS GmbH', 'Oswald Elektromotoren GmbH'], ['France/Ecole Normale Seperieure de Cachan', 'France and Universitat de les Illes Balears'], ['Chung-Hsin Electric & Machinery Mfg. Corp.', 'Wuhan Haixinneng Electric Limited Company'], ['Teledyne Scientific & Imaging LLC', 'The Regents of the University of California'], ['Tyco Electronics Corporation', 'Tyco Electronics Japan G.K.'], ['Tyco Electronics Corporation', 'Tyco Electronics Amp Korea Ltd.'], ['Albert-Ludwigs Universitat Freiburg', 'Micronas GmbH'], ['Lawrence Livermore National Security LLC.', 'GSI'], ['Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.)', 'Guardian Industries Corp.'], ['Tyco Electronics Belgium EC BVBA', 'TE Connectivity Nederland B.V.'], ['Murata Manufacturing Co. Ltd.', 'Denso Corporation'], ['Murata Manufacturing Co. Ltd.', 'KONICA MINOLTA INC.'], ['U-Shin Ltd.', 'Mazda Motor Corporation'], ['DENSO International America Inc.', 'Denso Corporation'], ['West Corporation', 'Dongguan Masstop Liquid Crystal Display Co. Ltd.'], ['Torchlight Technology Co. Ltd.', 'National Chiao Tung University'], ['Tyco Electronics Svenska Holdings AB', 'Tyco Electronics Japan G.K.'], ['LedLink Optics Inc.', 'Yang Zhou LedLink Optics Co. Ltd.'], ['Advics Co. Ltd.', 'Denso Corporation'], ['Synopsys Inc.', 'Synopsys Taiwan Co. Ltd.'], ['CDT OXFORD LIMITED', 'CAMBRIDGE DISPLAY TECHNOLOGY LIMITED'], ['BOE TECHNOLOGY GROUP CO. LTD.', 'Beijing Asahi Glass Electronics Co. Ltd.'], ['BOE TECHNOLOGY GROUP CO. LTD.', 'Suzhou Boe Chatani Electronics Co. Ltd.'], ['Mitsubishi Jidosha Kogyo Kabushiki Kaisha', 'Mitsubishi Jidosha Engineering Kabushiki Kaisha'], ['Toyota Boshoku Kabushiki Kaisha', 'Toyota Shatai Kabushiki Kaisha'], ['Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V.', 'Carl Zeiss Microscopy GmbH'], ['Nanyang Technological University', 'STMICROELECTRONICS ASIA PACIFIC PTE. LTD.'], ['Shin-Etsu Chemical Co. Ltd.', 'Shin-Etsu Handotai Co. Ltd.'], ['Stanley Electric Co. Ltd.', 'Honda Motor Co. Ltd.'], ['Innocom Technology (Shenzhen) Co. Ltd.', 'Chimei Innolux Corporation'], ['Peking University Founder Group Co. Ltd.', 'Founder Microelectronics International Co. Ltd.'], ['Texas Instruments Deutschland GmbH', 'Texas Instruments Incorporated'], ['Intel Corporation', 'INVENTEC (PUDONG) TECHNOLOGY CORPORATION'], ['National Chiao Tung University', 'Richtek Technology Corporation'], ['Infineon Technologies AG', 'International Business Machines Corporation'], ['American Air Liquide Inc.', "L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause"], ['ASML Netherlands B.V.', 'Stichting National Lucht-En Ruimtevaart Laboratorium'], ['International Business Machines Corporation', 'Advanced Micro Devices Inc.'], ['Yamato Electronic Co. Ltd.', 'Asmo Co. Ltd.'], ['Asmo Co. Ltd.', 'Denso Corporation'], ['Denso Corporation', 'Nippon Soken Inc.'], ['Fu An Industrial Co. Ltd.', 'Get Auto Accessories Co. Ltd.'], ['UNIVERSITY OF NEBRASKA BOARD OF REGENTS', 'J.A. Woollam Co. Inc.'], ['Topmore Technology Inc.', 'Aptos Technology Inc.'], ['Lintec Corporation', 'Panasonic Corporation'], ['Lintec Corporation', 'Kyushu University National University Corporation'], ['Hitachi Displays Ltd.', 'Panasonic Liquid Crystal Display Co. Ltd.'], ['Panasonic Liquid Crystal Display Co. Ltd.', 'Panasonic Corporation'], ['Panasonic Liquid Crystal Display Co. Ltd.', 'JAPAN DISPLAY INC.'], ['Panasonic Corporation', 'Cambridge Enterprise Limited'], ['Panasonic Corporation', 'Kyushu University National University Corporation'], ['Henkel Corporation', 'Hino Motors Ltd.']]
G = nx.Graph()
counter=0
for i in company:
# print(i[0],"------",i[1])
G.add_edge(i[0],i[1])
print("Number of Node: ", G.number_of_nodes())
print("Number of Edges: ", G.number_of_edges())
nodes = G.number_of_nodes()
edges = G.number_of_edges()
Number of Node: 640 Number of Edges: 534
G.add_nodes_from(G.nodes())
G.add_edges_from(G.edges())
print(nx.info(G))
Name: Type: Graph Number of nodes: 640 Number of edges: 534 Average degree: 1.6687
b = open('USPTO_2012_4_proj_attributes.csv','r')
attributes = []
for i in b:
m=i.strip().split(',')
print(m)
attributes.append(m)
b.close()
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Ltd.', '4', '0', '164500', '1590113', '2370656', '943428', '301', '', '4'] [''] ['Cheil Industries Inc.', '4', '0', '1334', '3152720', '2209060', '1863169', '', '8933', '8'] [''] ['Samsung Display Co. Ltd.', '4', '0', '4319', '32034708', '20303892', '32639843', '', '', '8'] [''] ['Sumitomo Rubber Industries Ltd. ', '4', '0', '720', '7775606', '8206193', '8521409', '23507', '225742', '4'] [''] ['Centre National de la Recherche Scientifique (CNRS)', '4', '0', '736', '', '', '', '', '', '6'] [''] ["COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", '4', '0', '582', '', '', '', '', '', '6'] [''] ['HYUNDAI MOBIS CO. LTD.', '4', '0', '64', '32830060', '28758657', '28065567', '', '324313', '8'] [''] ['Korea Advanced Institue of Science & Technology', '4', '0', '480', '109390', '109583', '130761', '', '', '8'] [''] ['University of Seoul Industry Cooperation Foundation', '4', '1', '8', '566648', '583742', '362104', '', '', '8'] [''] ['Industry-Academic Cooperation Foundation Yonsei University', '4', '1', '546', '697852', '', '', '', '', '8'] [''] ['Kia Motors Corporation', '4', '0', '832', '50009976', '44127529', '30261828', '', '523137', '8'] [''] ['Korea University of Technology and Education Industry-University Cooperation Foundation', '4', '1', '4', '115918', '', '', '', '', '8'] [''] ['SK Telecom Co. Ltd.', '4', '0', '20', '16366196', '15076975', '23907677', '', '284474', '8'] [''] ['Kobe Steel Limited', '4', '0', '468', '17715019', '17902592', '23653702', '36018', '326745', '4'] [''] ['Electronics and Telecommunications Research Institute', '4', '0', '7030', '522227', '487606', '539260', '1996', '', '8'] [''] ['SNU R&DB FOUNDATION', '4', '0', '78', '', '', '', '', '', ''] [''] ['Raytheon Company', '4', '0', '1956', '25348000', '24414000', '26686000', '67800', '451000', '1'] [''] ['The President and Fellows of Harvard College', '4', '0', '100', '37500', '', '', '', '', '1'] [''] ['Hyundai Motor Company', '4', '0', '3839', '90029031', '78899421', '113523083', '', '641328', '8'] [''] ['FURUKAWA AUTOMOTIVE SYSTEMS INC.', '4', '0', '34', '1290150', '', '', '', '', '4'] [''] ['Tohoku University', '4', '1', '171', '1321640', '', '', '', '', '4'] [''] ['SanDisk 3D LLC', '4', '0', '201', '5564872', '5052509', '10339127', '4636', '602765', '1'] [''] ['Kabushiki Kaisha Toshiba', '4', '0', '105777', '37174836', '60828319', '64790252', '206087', '3238779', '4'] [''] ['Intermolecular Inc.', '4', '0', '136', '37203', '66827', '123685', '232', '21839', '1'] [''] ['AISIN SEIKI KABUSHIKI KAISHA', '4', '0', '2214', '302352', '', '', '', '', '4'] [''] ['Aisin AW Co. Ltd.', '4', '0', '1246', '13036274', '', '', '', '', '4'] [''] ['Toyota Jidosha Kabushiki Kaisha', '4', '0', '9120', '276669260', '234351491', '376880705', '333498', '8576251', '4'] [''] ['Honda Motor Co. Ltd.', '4', '0', '8143', '144657174', '104917126', '144825890', '190338', '5950823', '4'] [''] ['Advics Co. Ltd.', '4', '0', '128', '2103944', '', '', '', '', '4'] [''] ['Toshiba Medical Systems Corporation', '4', '0', '350', '2651929', '2946893', '1790292', '4114', '', '4'] [''] ['TOSHIBA TEC KABUSHIKI KAISHA', '4', '0', '1152', '4833685', '4287764', '4126522', '20517', '235220', '4'] [''] ['National Institute of Advanced Industrial Science and Technology', '4', '0', '231', '974141', '', '', '', '', '4'] [''] ['Nippon Soken Inc.', '4', '0', '374', '', '', '', '', '', '4'] [''] ['KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', '4', '0', '144', '276669260', '234351491', '376880705', '333498', '8576251', '4'] [''] ['The Furukawa Electric Co. Ltd.', '4', '0', '675', '9109454', '9821742', '8706341', '50342', '214657', '4'] [''] ['Georgia Tech Research Corp.', '4', '0', '220', '175000', '', '', '', '', '1'] [''] ['WASEDA UNIVERSITY', '4', '1', '40', '914333', '', '', '', '', '4'] [''] ['Keihin Corporation', '4', '0', '126', '3310048', '3132693', '2389336', '20807', '8603', '4'] [''] ['Sony Côrporation', '4', '0', '87360', '80459381', '72234214', '150889990', '146300', '5030377', '4'] [''] ['Hitachi Displays Ltd.', '4', '0', '287', '88235150', '96028373', '104187258', '326240', '3625173', '4'] [''] ['Panasonic Liquid Crystal Display Co. Ltd.', '4', '0', '355', '277164', '', '', '', '', '4'] [''] ['Sôny Electronics Inc.', '4', '0', '468', '80459381', '72234214', '150889990', '146300', '5030377', '4'] [''] ['JAPAN DISPLAY INC.', '4', '0', '1441', '6756964', '1754052', '1221816', '14801', '13054', '4'] [''] ['STMICROELECTRONICS S.R.L.', '4', '0', '10890', '996589', '1105673', '2070193', '', '', '6'] [''] ['Sony Computer Entertainment Inc.', '4', '0', '792', '80459381', '72234214', '150889990', '146300', '5030377', '4'] [''] ['STMicroelectronics (Research & Development) Limited', '4', '0', '20', '996589', '1105673', '2070193', '', '', '6'] [''] ['Sony Mobile Communications Inc.', '4', '0', '345', '4737320', '', '', '', '', '4'] [''] ['SONY PICTURES TECHNOLOGIES INC.', '4', '0', '3', '80459381', '72234214', '150889990', '146300', '5030377', '4'] [''] ['STMicroelectronics (Grenoble 2) SAS', '4', '0', '44', '283456', '277196', '239352', '1509', '', '6'] [''] ['MACRONIX INTERNATIONAL CO. LTD.', '4', '0', '812', '1146749', '839430', '2147853', '5530', '171339', '5'] [''] ['Institut Ploytechnique de Grenoble', '4', '1', '4', '', '', '', '', '', '6'] [''] ['Beth Israel Deaconess Medical Center Inc.', '4', '0', '24', '', '', '', '', '', '1'] [''] ['Universite Montpellier 2 Sciences et Techniques', '4', '1', '10', '', '', '', '', '', '6'] [''] ['The Charles Stark Draper Laboratory Inc.', '4', '0', '18', '62500', '', '', '', '', '1'] [''] ['TDK Corporation', '4', '0', '4559', '11976146', '9044876', '12423176', '79863', '572947', '4'] [''] ['Central Research Institute of Electric Power Industry', '4', '0', '6', '282607', '', '', '', '', '4'] [''] ['Showa Denko K.K.', '4', '0', '104', '6912196', '8547787', '10781768', '9890', '238394', '4'] [''] ['Semiconductor Technology Academic Research Center', '4', '0', '42', '', '', '', '', '', ''] [''] ['Hyundai Motor Japan R&D Center', '4', '0', '18', '90029031', '78899421', '113523083', '', '641328', '8'] [''] ['MEDTRONIC INC.', '4', '0', '2780', '103136', '', '', '', '', '2'] [''] ['Hino Motors Ltd.', '4', '0', '20', '17308428', '16371291', '9595614', '27705', '460446', '4'] [''] ['Sumitomo Bakelite Co. Ltd.', '4', '0', '56', '1994717', '1947552', '2271121', '5215', '130908', '4'] [''] ['Universal Display Corporation', '4', '0', '48', '335629', '83244', '385524', '117', '30032', '1'] [''] ['Sumitomo Metal Mining Co. Ltd.', '4', '0', '78', '7620775', '', '', '', '', '4'] [''] ['GENITECH INC.', '4', '0', '3', '1691876', '1982636', '610863', '', '', '6'] [''] ['Henkel Corporation', '4', '0', '64', '24153893', '21863777', '25761284', '46610', '538315', '7'] [''] ['Yutaka Giken Co. Ltd.', '4', '0', '18', '1705980', '1778842', '1093733', '4887', '30271', '4'] [''] ['Korea Electric Power Corporation', '4', '0', '6', '55875629', '46162444', '136514868', '', '133644', '8'] [''] ['Nihon Colmo Co. Ltd.', '4', '0', '1', '', '', '', '', '', ''] [''] ['SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION', '4', '1', '1', '131157', '172959', '342799', '', '', '8'] [''] ['The Furukawa Electric Company Ltd.', '4', '0', '10', '9109454', '9821742', '8706341', '50342', '214657', '4'] [''] ['Matheson Tri-Gas', '4', '0', '6', '6085488', '4974902', '6540839', '11468', '33744', '4'] [''] ['Headway Technologies Inc.', '4', '0', '380', '11976146', '9044876', '12423176', '79863', '572947', '4'] [''] ['Societe Francaise de Detecteurs Infrarouges - SOFRADIR', '4', '0', '12', '175719', '', '', '', '', '6'] [''] ['Spansion LLC', '4', '0', '208', '1251855', '915932', '1172166', '2838', '107850', '1'] [''] ['Koito Manufacturing Co. Ltd.', '4', '0', '495', '7993860', '5022231', '4440648', '17163', '213330', '4'] [''] ['ITT Corporation', '4', '0', '710', '2585300', '2227800', '3386100', '9000', '62700', '1'] [''] ['Hitachi Device Engineering Co. Ltd.', '4', '0', '9', '88235150', '96028373', '104187258', '326240', '3625173', '4'] [''] ['Funai Electric Advanced Applied Technology Research Institute Inc.', '4', '0', '4', '1225445', '2039384', '2066107', '4776', '99660', '4'] [''] ['Leibniz-Institut fur Polymerforschung Dresden e.V.', '4', '0', '1', '', '', '', '', '', ''] [''] ['Chichibu Fuji Co. Ltd.', '4', '0', '4', '8413701', '7921201', '8131312', '24956', '330961', '4'] [''] ['Elpida Memory Inc.', '4', '0', '348', '30391000', '8234000', '14328000', '27400', '918000', '1'] [''] ['Tokyo Electron Limited', '4', '0', '2280', '10648159', '5281997', '8237154', '12201', '778003', '4'] [''] ['Toshiba Industrial Products Manufacturing Corporation', '4', '0', '2', '1049204', '693893', '276113', '569', '', '4'] [''] ['OLYMPUS CORPORATION', '4', '0', '1480', '7406507', '7900701', '10197366', '30697', '673170', '4'] [''] ['Schlumberger Technology Corporation ', '4', '0', '1534', '', '', '', '', '', ''] [''] ['Murata Manufacturing Co. Ltd.', '4', '0', '4294', '1695075', '', '', '', '', '4'] [''] ['Asahi Kasei Microdevices Corporation', '4', '0', '11', '647782', '', '', '', '', '4'] [''] ['Fuji Electric FA Components & Systems Co. Ltd.', '4', '0', '18', '475723', '', '', '', '', '4'] [''] ['Kansai University', '4', '1', '2', '522865', '', '', '', '', '4'] [''] ['Tanaka Kikinzoku Kogyo K.K.', '4', '0', '35', '9146878', '', '', '', '', '4'] [''] ['Sila Nanotechnologies Inc.', '4', '0', '2', '', '', '', '', '', ''] [''] ['Phillips Screw Company', '4', '0', '128', '', '', '', '', '', ''] [''] ['TECHNOVA INC.', '4', '0', '8', '', '', '', '', '', ''] [''] ['Finewell Co. Ltd.', '4', '0', '1', '', '', '', '', '', ''] [''] ['Toshiba Lightning & Technology Corporation', '4', '0', '1', '936442', '1325054', '780036', '3900', '', '4'] [''] ['Hynix Semiconductor Inc.', '4', '0', '2394', '28126514', '9492070', '17418917', '', '910758', '8'] [''] ['Tadahiro Ohmi', '4', '0', '16', '', '', '', '', '', ''] [''] ['TS Tech Co. Ltd.', '4', '0', '182', '4515397', '3816580', '2206054', '15067', '119182', '4'] [''] ['BAY ZU PRECISION CO. LTD.', '4', '0', '1', '', '', '', '', '', ''] [''] ['UD Trucks Corporation', '4', '0', '10', '4112666', '', '', '', '', '4'] [''] ['Yoshitaka Sugawara', '4', '0', '1', '', '', '', '', '', ''] [''] ['Fuji Electric Co. Ltd.', '4', '0', '3212', '8413701', '7921201', '8131312', '24956', '330961', '4'] [''] ['Kyungpook National University Industry Academic Cooperation Foundation', '4', '1', '36', '', '', '', '', '', '9'] [''] ['Seiko Epson Corporation', '4', '0', '21965', '10378717', '9041923', '8269220', '68761', '530250', '4'] [''] ['TDK Korea Corporation', '4', '0', '3', '11976146', '9044876', '12423176', '79863', '572947', '4'] [''] ['Dongwon Systems Corporation', '4', '0', '1', '1198686', '390573', '390317', '', '5447', '8'] [''] ['Toshiba Electron Tubes & Devices Co. Ltd.', '4', '0', '8', '36138307', '40205522', '45701940', '196968', '3425349', '4'] [''] ['Infineon Technologies AG', '4', '0', '9039', '9180928', '5077611', '7626114', '26658', '588315', '7'] [''] ['Hitachi ULSI Systems Co. Ltd.', '4', '0', '20', '88235150', '96028373', '104187258', '326240', '3625173', '4'] [''] ['FURUKAWA MAGNET WIRE CO. LTD.', '4', '0', '2', '355881', '', '', '', '', '4'] [''] ['FREESCALE SEMICONDUCTOR INC.', '4', '0', '2100', '3508000', '', '', '', '', '1'] [''] ['Korean Broadcasting System', '4', '0', '2', '1540952', '', '', '', '', '8'] [''] ['Ishikawajima-Harima Heavy Industries Co. Ltd.', '4', '0', '8', '14976297', '13340935', '14490059', '26618', '280021', '4'] [''] ['Yamato Electronic Co. Ltd.', '4', '0', '1', '', '', '', '', '', '4'] [''] ['Taiwan Semiconductor Manufacturing Company Ltd.', '4', '0', '10728', '32747493', '17599920', '33127310', '39267', '1391564', '5'] [''] ['Osaka University', '4', '1', '70', '1318392', '', '', '', '', '4'] [''] ['Asmo Co. Ltd.', '4', '0', '475', '48105196', '38034234', '42263337', '132276', '3563038', '4'] [''] ['Sumitomo Electric Industries Ltd.', '4', '0', '4644', '29025773', '22941499', '24403262', '206323', '1001455', '4'] [''] ['DENSO International America Inc.', '4', '0', '8', '48105196', '38034234', '42263337', '132276', '3563038', '4'] [''] ['Soongsil University Foundation of University-Industry Cooperation', '4', '1', '1', '131157', '172959', '342799', '', '', '8'] [''] ['Shinshu University', '4', '1', '4', '485356', '', '', '', '', '4'] [''] ['Sanken Electric Co. Ltd.', '4', '0', '189', '', '', '', '', '', ''] [''] ['LG Hausys Ltd.', '4', '0', '6', '3041991', '2289448', '1660783', '', '10267', '8'] [''] ['Toshiba America Electronic Components Inc.', '4', '0', '5', '37174836', '60828319', '64790252', '206087', '3238779', '4'] [''] ['Autonetworks Technologies Ltd.', '4', '0', '48', '29025773', '22941499', '24403262', '206323', '1001455', '4'] [''] ['UNIVERSITE CLAUDE BERNARD LYON I', '4', '1', '8', '', '', '', '', '', '6'] [''] ['Sungkyunkwan University Foundation for Corporate Collaboration', '4', '1', '10', '382230', '', '', '', '', '8'] [''] ['Il Heung Co. Ltd.', '4', '0', '2', '193369', '', '', '', '', '8'] [''] ['Hamamatsu Photonics K.K. ', '4', '0', '400', '1158308', '1264239', '2449014', '4386', '138778', '4'] [''] ['Sumitomo Wiring Systems Ltd.', '4', '0', '1785', '3760630', '', '', '', '', '4'] [''] ['STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.', '4', '0', '1', '289350', '', '', '', '', '10'] [''] ['Dacom Corporation', '4', '0', '420', '11470698', '10185535', '10357460', '', '', '8'] [''] ['ATI Technologies Inc.', '4', '0', '875', '5329000', '5422000', '4000000', '10340', '1354000', '1'] [''] ['Princeton University Office of Technology and Trademark Licensing', '4', '1', '1', '', '', '', '', '', '1'] [''] ['GLOBALFOUNDRIES Singapore Pte. Ltd.', '4', '0', '195', '', '', '', '', '', ''] [''] ['Lintec Corporation', '4', '0', '224', '2345136', '2027021', '2294721', '4270', '77143', '4'] [''] ['Korea Institute of Science & Technology ', '4', '0', '540', '109390', '109583', '130761', '', '', '8'] [''] ['SEMICONDUCTOR ENERGY LABORATORY CO. LTD.', '4', '0', '11600', '', '', '', '', '', ''] [''] ['Dongguk University Industry-Academic Cooperation Foundation', '4', '1', '27', '', '', '', '', '', '9'] [''] ['Myunghwa Ind. Co. Ltd.', '4', '0', '4', '550870', '668503', '423674', '', '', '8'] [''] ['Elpidia Memory Inc.', '4', '0', '1', '30391000', '8234000', '14328000', '27400', '918000', '1'] [''] ['Tris Inc.', '4', '0', '5', '', '', '', '', '', ''] [''] ['Conti Temic microelectronic GmbH', '4', '0', '18', '', '', '', '2000', '', '7'] [''] ['Kyushu University National University Corporation', '4', '1', '28', '1194020', '', '', '', '', '4'] [''] ['SAE Magnetics (H.K.) Ltd.', '4', '0', '660', '11976146', '9044876', '12423176', '79863', '572947', '4'] [''] ['Foundation for Advancement of International Science', '4', '0', '4', '', '', '', '', '', ''] [''] ['Sumitomo Chemical Company Limited', '4', '0', '1305', '20628203', '20738100', '26256942', '30396', '1327796', '4'] [''] ['Seiko NPC Corporation', '4', '0', '12', '310029', '267730', '188646', '614', '1211', '4'] [''] ['INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', '4', '1', '36', '', '', '', '', '', '9'] [''] ['Stanley Electric Co. Ltd.', '4', '0', '852', '4163904', '2794679', '3767828', '13997', '58194', '4'] [''] ['Oncotech Inc.', '4', '0', '10', '', '', '', '', '', ''] [''] ['NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY', '4', '1', '12', '', '', '', '', '', '4'] [''] ['Hitachi Tohbu Semiconductor Ltd.', '4', '0', '39', '88235150', '96028373', '104187258', '326240', '3625173', '4'] [''] ['Konkuk University Industrial Cooperation Corp.', '4', '1', '6', '275158', '209309', '139725', '109', '', '8'] [''] ['Tokyo Electric Power Company Incorporated', '4', '0', '21', '55098773', '63475722', '159204786', '48757', '219246', '4'] [''] ['Grandis Inc.', '4', '0', '24', '223797639', '187841967', '169130924', '', '10772272', '8'] [''] ['TOSHIBA MATERIALS CO. LTD.', '4', '0', '52', '147264', '', '', '', '', '4'] [''] ['INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY', '4', '1', '2', '', '', '', '', '', '9'] [''] ['SL Lighting Corporation', '4', '0', '1', '364247', '', '', '', '', '8'] [''] ['France/Ecole Normale Seperieure de Cachan', '4', '1', '1', '', '', '', '', '', '6'] [''] ['Q1 Nanosystems Inc', '4', '0', '3', '', '', '', '', '', ''] [''] ['Toshiba Lighting & Technology Corporation', '4', '0', '325', '936442', '1325054', '780036', '3900', '', '4'] [''] ['Teledyne Scientific & Imaging LLC', '4', '0', '5', '', '', '', '', '', ''] [''] ['STMicoelectronics (Grenoble 2) SAS', '4', '0', '1', '283456', '277196', '239352', '1509', '', '6'] [''] ['NEC Tokin Corporation', '4', '0', '24', '963405', '', '', '', '', '4'] [''] ['ISORG', '4', '0', '4', '', '', '', '', '', ''] [''] ['Tocalo Co. Ltd.', '4', '0', '4', '321210', '222299', '319405', '795', '6694', '4'] [''] ['Kyocera Corporation', '4', '0', '1620', '14851106', '13595901', '24246979', '77645', '', '4'] [''] ['STMICROELECTRONICS (CROLLES 2) SAS', '4', '0', '66', '796928', '709278', '986864', '1935', '', '6'] [''] ['Cambridge Enterprise Limited', '4', '0', '24', '', '', '', '', '', '2'] [''] ['Dainippon Screen Mfg. Co. Ltd.', '4', '0', '310', '3195856', '2017239', '2496251', '4955', '134732', '4'] [''] ['Nissan Motor Co. Ltd.', '4', '0', '1971', '112545141', '102279069', '136008184', '160530', '4991100', '4'] [''] ['STMicroelectronics Limited', '4', '0', '324', '46613', '', '', '', '', '2'] [''] ['GLOBALFOUNDRIES Inc.', '4', '0', '1750', '', '', '', '', '', ''] [''] ['Hitachi Yonezawa Electronics Co. Ltd.', '4', '0', '5', '88235150', '96028373', '104187258', '326240', '3625173', '4'] [''] ['Kyoto University', '4', '1', '18', '1493474', '', '', '', '', '4'] [''] ['CNRS-Centre National de la Recherche Scientifique', '4', '0', '2', '', '', '', '', '', '6'] [''] ['MITSUBISHI HEAVY INDUSTRIES LTD.', '4', '0', '1001', '38711892', '29929826', '41796274', '68213', '600499', '4'] [''] ['Fujikin Incorporated', '4', '0', '30', '831839', '', '', '', '', '4'] [''] ['Postech Academy-Industry Foundation Postech Univ. of Science and Technology', '4', '0', '1', '', '', '', '', '', ''] [''] ['Kobelco Construction Machinery Co. Ltd.', '4', '0', '20', '1986505', '', '', '', '', '4'] [''] ['Olympus Imaging Corp.', '4', '0', '114', '7406507', '7900701', '10197366', '30697', '673170', '4'] [''] ['Cornell University', '4', '1', '26', '3000000', '', '', '', '', '1'] [''] ['Sumitomo Electric Sintered Alloy Ltd.', '4', '0', '4', '282013', '', '', '', '', '4'] [''] ['Centre Nationale de la Recherche Scientifique (CNRS)', '4', '0', '3', '', '', '', '', '', '6'] [''] ['IMEC', '4', '0', '258', '', '', '', '', '', ''] [''] ['Sumitomo Electric Device Innovations Inc.', '4', '0', '56', '572050', '', '', '', '', '4'] [''] ['Olympus Medical Systems Corp.', '4', '0', '240', '2395088', '2043962', '1224535', '2781', '', '4'] [''] ['KONICA MINOLTA INC.', '4', '0', '441', '9711423', '8635932', '9989942', '41844', '759777', '4'] [''] ['Plastic Logic Limited', '4', '0', '12', '', '', '', '', '', ''] [''] ['Universite Joseph Fourier', '4', '1', '8', '', '', '', '', '', '6'] [''] ['Sumitomo Electric Toyama Co. Ltd.', '4', '0', '20', '218574', '225629', '157886', '207', '', '4'] [''] ['Industry-Academic Cooperation Foundation', '4', '0', '4', '', '', '', '', '', ''] [''] ['Rohm Co. Ltd.', '4', '0', '1090', '3739580', '3105789', '7424472', '20203', '400956', '4'] [''] ['Kabushiki Kaisha Toyota Jidoshokki', '4', '0', '294', '276669260', '234351491', '376880705', '333498', '8576251', '4'] [''] ['Global Unichip Corp.', '4', '0', '30', '407607', '310816', '168931', '481', '29992', '5'] [''] ['Advanced Micro Devices Inc.', '4', '0', '1177', '5329000', '5422000', '4000000', '10340', '1354000', '1'] [''] ['STMicroeletronics Inc.', '4', '0', '8', '996589', '1105673', '2070193', '', '', '6'] [''] ['Applied Materials Inc.', '4', '0', '2160', '17253000', '8719000', '12102000', '14500', '1236000', '1'] [''] ['Renesas Electronics Corporation', '4', '0', '4592', '6911080', '8345874', '7106787', '33840', '1456537', '4']
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Ltd.', '4', '0', '4', '550870', '668503', '423674', '', '', '8'], ['Elpidia Memory Inc.', '4', '0', '1', '30391000', '8234000', '14328000', '27400', '918000', '1'], ['Tris Inc.', '4', '0', '5', '', '', '', '', '', ''], ['Conti Temic microelectronic GmbH', '4', '0', '18', '', '', '', '2000', '', '7'], ['Kyushu University National University Corporation', '4', '1', '28', '1194020', '', '', '', '', '4'], ['SAE Magnetics (H.K.) Ltd.', '4', '0', '660', '11976146', '9044876', '12423176', '79863', '572947', '4'], ['Foundation for Advancement of International Science', '4', '0', '4', '', '', '', '', '', ''], ['Sumitomo Chemical Company Limited', '4', '0', '1305', '20628203', '20738100', '26256942', '30396', '1327796', '4'], ['Seiko NPC Corporation', '4', '0', '12', '310029', '267730', '188646', '614', '1211', '4'], ['INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', '4', '1', '36', '', '', '', '', '', '9'], ['Stanley Electric Co. Ltd.', '4', '0', '852', '4163904', '2794679', '3767828', '13997', '58194', '4'], ['Oncotech Inc.', '4', '0', '10', '', '', '', '', '', ''], ['NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY', '4', '1', '12', '', '', '', '', '', '4'], ['Hitachi Tohbu Semiconductor Ltd.', '4', '0', '39', '88235150', '96028373', '104187258', '326240', '3625173', '4'], ['Konkuk University Industrial Cooperation Corp.', '4', '1', '6', '275158', '209309', '139725', '109', '', '8'], ['Tokyo Electric Power Company Incorporated', '4', '0', '21', '55098773', '63475722', '159204786', '48757', '219246', '4'], ['Grandis Inc.', '4', '0', '24', '223797639', '187841967', '169130924', '', '10772272', '8'], ['TOSHIBA MATERIALS CO. LTD.', '4', '0', '52', '147264', '', '', '', '', '4'], ['INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY', '4', '1', '2', '', '', '', '', '', '9'], ['SL Lighting Corporation', '4', '0', '1', '364247', '', '', '', '', '8'], ['France/Ecole Normale Seperieure de Cachan', '4', '1', '1', '', '', '', '', '', '6'], ['Q1 Nanosystems Inc', '4', '0', '3', '', '', '', '', '', ''], ['Toshiba Lighting & Technology Corporation', '4', '0', '325', '936442', '1325054', '780036', '3900', '', '4'], ['Teledyne Scientific & Imaging LLC', '4', '0', '5', '', '', '', '', '', ''], ['STMicoelectronics (Grenoble 2) SAS', '4', '0', '1', '283456', '277196', '239352', '1509', '', '6'], ['NEC Tokin Corporation', '4', '0', '24', '963405', '', '', '', '', '4'], ['ISORG', '4', '0', '4', '', '', '', '', '', ''], ['Tocalo Co. Ltd.', '4', '0', '4', '321210', '222299', '319405', '795', '6694', '4'], ['Kyocera Corporation', '4', '0', '1620', '14851106', '13595901', '24246979', '77645', '', '4'], ['STMICROELECTRONICS (CROLLES 2) SAS', '4', '0', '66', '796928', '709278', '986864', '1935', '', '6'], ['Cambridge Enterprise Limited', '4', '0', '24', '', '', '', '', '', '2'], ['Dainippon Screen Mfg. Co. Ltd.', '4', '0', '310', '3195856', '2017239', '2496251', '4955', '134732', '4'], ['Nissan Motor Co. Ltd.', '4', '0', '1971', '112545141', '102279069', '136008184', '160530', '4991100', '4'], ['STMicroelectronics Limited', '4', '0', '324', '46613', '', '', '', '', '2'], ['GLOBALFOUNDRIES Inc.', '4', '0', '1750', '', '', '', '', '', ''], ['Hitachi Yonezawa Electronics Co. Ltd.', '4', '0', '5', '88235150', '96028373', '104187258', '326240', '3625173', '4'], ['Kyoto University', '4', '1', '18', '1493474', '', '', '', '', '4'], ['CNRS-Centre National de la Recherche Scientifique', '4', '0', '2', '', '', '', '', '', '6'], ['MITSUBISHI HEAVY INDUSTRIES LTD.', '4', '0', '1001', '38711892', '29929826', '41796274', '68213', '600499', '4'], ['Fujikin Incorporated', '4', '0', '30', '831839', '', '', '', '', '4'], ['Postech Academy-Industry Foundation Postech Univ. of Science and Technology', '4', '0', '1', '', '', '', '', '', ''], ['Kobelco Construction Machinery Co. Ltd.', '4', '0', '20', '1986505', '', '', '', '', '4'], ['Olympus Imaging Corp.', '4', '0', '114', '7406507', '7900701', '10197366', '30697', '673170', '4'], ['Cornell University', '4', '1', '26', '3000000', '', '', '', '', '1'], ['Sumitomo Electric Sintered Alloy Ltd.', '4', '0', '4', '282013', '', '', '', '', '4'], ['Centre Nationale de la Recherche Scientifique (CNRS)', '4', '0', '3', '', '', '', '', '', '6'], ['IMEC', '4', '0', '258', '', '', '', '', '', ''], ['Sumitomo Electric Device Innovations Inc.', '4', '0', '56', '572050', '', '', '', '', '4'], ['Olympus Medical Systems Corp.', '4', '0', '240', '2395088', '2043962', '1224535', '2781', '', '4'], ['KONICA MINOLTA INC.', '4', '0', '441', '9711423', '8635932', '9989942', '41844', '759777', '4'], ['Plastic Logic Limited', '4', '0', '12', '', '', '', '', '', ''], ['Universite Joseph Fourier', '4', '1', '8', '', '', '', '', '', '6'], ['Sumitomo Electric Toyama Co. Ltd.', '4', '0', '20', '218574', '225629', '157886', '207', '', '4'], ['Industry-Academic Cooperation Foundation', '4', '0', '4', '', '', '', '', '', ''], ['Rohm Co. Ltd.', '4', '0', '1090', '3739580', '3105789', '7424472', '20203', '400956', '4'], ['Kabushiki Kaisha Toyota Jidoshokki', '4', '0', '294', '276669260', '234351491', '376880705', '333498', '8576251', '4'], ['Global Unichip Corp.', '4', '0', '30', '407607', '310816', '168931', '481', '29992', '5'], ['Advanced Micro Devices Inc.', '4', '0', '1177', '5329000', '5422000', '4000000', '10340', '1354000', '1'], ['STMicroeletronics Inc.', '4', '0', '8', '996589', '1105673', '2070193', '', '', '6'], ['Applied Materials Inc.', '4', '0', '2160', '17253000', '8719000', '12102000', '14500', '1236000', '1'], ['Renesas Electronics Corporation', '4', '0', '4592', '6911080', '8345874', '7106787', '33840', '1456537', '4']]
ID = {}
Patent_industry = {}
University = {}
Patent_count = {}
Turnover_lay = {}
Turnover_2012 = {}
Total_assets_2012 = {}
Employees_2012 = {}
R_and_D_2012 = {}
Country_code = {}
for x in attributes: # Loop through the list, one row at a time
Patent_industry[x[0]] = x[1]
University[x[0]] = x[2]
Patent_count[x[0]] = x[3]
Turnover_lay[x[0]] = x[4]
Turnover_2012[x[0]] = x[5]
Total_assets_2012[x[0]] = x[6]
Employees_2012[x[0]] = x[7]
R_and_D_2012[x[0]] = x[8]
Country_code[x[0]] = x[9]
nx.set_node_attributes(G, Patent_industry, 'Patent Industry')
nx.set_node_attributes(G, University, 'University')
nx.set_node_attributes(G, Patent_count, 'Patent count')
nx.set_node_attributes(G, Turnover_lay, 'Turnover lay')
nx.set_node_attributes(G, Turnover_2012, 'Turnover 2012')
nx.set_node_attributes(G, Total_assets_2012, 'Total assets 2012')
nx.set_node_attributes(G, Employees_2012, 'Employees 2012')
nx.set_node_attributes(G, R_and_D_2012, 'R&D 2012')
nx.set_node_attributes(G, Country_code, 'Country Code')
for n in G.nodes(): # Loop through every node, in our data "n" will be the name of the person
print(n, G.nodes[n])
Shinto Holdings Co. Ltd. {}
Nikkindenji Kogyo Co. Ltd. {}
HITACHI KOKUSAI ELECTRIC INC. {}
L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude {}
Hyundai Motor Japan R&D Center {'Patent Industry': '4', 'University': '0', 'Patent count': '18', 'Turnover lay': '90029031', 'Turnover 2012': '78899421', 'Total assets 2012': '113523083', 'Employees 2012': '', 'R&D 2012': '641328', 'Country Code': '8'}
Hyundai Motor Company {'Patent Industry': '4', 'University': '0', 'Patent count': '3839', 'Turnover lay': '90029031', 'Turnover 2012': '78899421', 'Total assets 2012': '113523083', 'Employees 2012': '', 'R&D 2012': '641328', 'Country Code': '8'}
Kia Motors Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '832', 'Turnover lay': '50009976', 'Turnover 2012': '44127529', 'Total assets 2012': '30261828', 'Employees 2012': '', 'R&D 2012': '523137', 'Country Code': '8'}
STMicroelectronics (Mala) Ltd {}
STMICROELECTRONICS S.R.L. {'Patent Industry': '4', 'University': '0', 'Patent count': '10890', 'Turnover lay': '996589', 'Turnover 2012': '1105673', 'Total assets 2012': '2070193', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
ACER INCORPORATED {}
LIANHONG TECHNOLOGY CO. LTD {}
Canon Kabushiki Kaisha {}
Nihon Ceratec Co. Ltd. {}
Taiheiyo Cement Corporation {}
CANON PRECISION INC. {}
University of Seoul Industry Cooperation Foundation {'Patent Industry': '4', 'University': '1', 'Patent count': '8', 'Turnover lay': '566648', 'Turnover 2012': '583742', 'Total assets 2012': '362104', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Samsung Electronics Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '164500', 'Turnover lay': '1590113', 'Turnover 2012': '2370656', 'Total assets 2012': '943428', 'Employees 2012': '301', 'R&D 2012': '', 'Country Code': '4'}
MATERIALS ANALYSIS TECHNOLOGY INC. {}
National Health Research Institutes {}
Chandler Systems Inc. {}
Intel Corporation {}
GENITECH INC. {'Patent Industry': '4', 'University': '0', 'Patent count': '3', 'Turnover lay': '1691876', 'Turnover 2012': '1982636', 'Total assets 2012': '610863', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
Korea Electric Power Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '6', 'Turnover lay': '55875629', 'Turnover 2012': '46162444', 'Total assets 2012': '136514868', 'Employees 2012': '', 'R&D 2012': '133644', 'Country Code': '8'}
SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION {'Patent Industry': '4', 'University': '1', 'Patent count': '1', 'Turnover lay': '131157', 'Turnover 2012': '172959', 'Total assets 2012': '342799', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Electronics and Telecommunications Research Institute {'Patent Industry': '4', 'University': '0', 'Patent count': '7030', 'Turnover lay': '522227', 'Turnover 2012': '487606', 'Total assets 2012': '539260', 'Employees 2012': '1996', 'R&D 2012': '', 'Country Code': '8'}
Dynalloy Inc {}
GM Global Technology Operations Inc. {}
HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD. {}
BOE TECHNOLOGY GROUP CO. LTD. {}
Cummins PowerGen IP Inc. {}
CUMMINS CAL PACIFIC LLC {}
XJ Group Corporation {}
State Grid Corporation of China {}
BEIJING BOE DISPLAY TECHNOLOGY CO. LTD. {}
Spansion LLC {'Patent Industry': '4', 'University': '0', 'Patent count': '208', 'Turnover lay': '1251855', 'Turnover 2012': '915932', 'Total assets 2012': '1172166', 'Employees 2012': '2838', 'R&D 2012': '107850', 'Country Code': '1'}
Advanced Micro Devices Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '1177', 'Turnover lay': '5329000', 'Turnover 2012': '5422000', 'Total assets 2012': '4000000', 'Employees 2012': '10340', 'R&D 2012': '1354000', 'Country Code': '1'}
Koito Manufacturing Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '495', 'Turnover lay': '7993860', 'Turnover 2012': '5022231', 'Total assets 2012': '4440648', 'Employees 2012': '17163', 'R&D 2012': '213330', 'Country Code': '4'}
Toyota Jidosha Kabushiki Kaisha {'Patent Industry': '4', 'University': '0', 'Patent count': '9120', 'Turnover lay': '276669260', 'Turnover 2012': '234351491', 'Total assets 2012': '376880705', 'Employees 2012': '333498', 'R&D 2012': '8576251', 'Country Code': '4'}
Hino Motors Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '20', 'Turnover lay': '17308428', 'Turnover 2012': '16371291', 'Total assets 2012': '9595614', 'Employees 2012': '27705', 'R&D 2012': '460446', 'Country Code': '4'}
Volex PLC {}
Applied Micro Circuits Corporation {}
Advins Inc. {}
Scientific Analysis Instruments Ltd. {}
Funai Electric Advanced Applied Technology Research Institute Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '4', 'Turnover lay': '1225445', 'Turnover 2012': '2039384', 'Total assets 2012': '2066107', 'Employees 2012': '4776', 'R&D 2012': '99660', 'Country Code': '4'}
Fuji Electric Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '3212', 'Turnover lay': '8413701', 'Turnover 2012': '7921201', 'Total assets 2012': '8131312', 'Employees 2012': '24956', 'R&D 2012': '330961', 'Country Code': '4'}
Chichibu Fuji Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '4', 'Turnover lay': '8413701', 'Turnover 2012': '7921201', 'Total assets 2012': '8131312', 'Employees 2012': '24956', 'R&D 2012': '330961', 'Country Code': '4'}
Fuji Electric FA Components & Systems Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '18', 'Turnover lay': '475723', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO {'Patent Industry': '4', 'University': '0', 'Patent count': '144', 'Turnover lay': '276669260', 'Turnover 2012': '234351491', 'Total assets 2012': '376880705', 'Employees 2012': '333498', 'R&D 2012': '8576251', 'Country Code': '4'}
The Furukawa Electric Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '675', 'Turnover lay': '9109454', 'Turnover 2012': '9821742', 'Total assets 2012': '8706341', 'Employees 2012': '50342', 'R&D 2012': '214657', 'Country Code': '4'}
FURUKAWA AUTOMOTIVE SYSTEMS INC. {'Patent Industry': '4', 'University': '0', 'Patent count': '34', 'Turnover lay': '1290150', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Denso Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '20118', 'Turnover lay': '48105196', 'Turnover 2012': '38034234', 'Total assets 2012': '42263337', 'Employees 2012': '132276', 'R&D 2012': '3563038', 'Country Code': '4'}
FURUKAWA MAGNET WIRE CO. LTD. {'Patent Industry': '4', 'University': '0', 'Patent count': '2', 'Turnover lay': '355881', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Nuctech Company Limited {}
Tsinghua University {}
Sôny Electronics Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '468', 'Turnover lay': '80459381', 'Turnover 2012': '72234214', 'Total assets 2012': '150889990', 'Employees 2012': '146300', 'R&D 2012': '5030377', 'Country Code': '4'}
Sony Côrporation {'Patent Industry': '4', 'University': '0', 'Patent count': '87360', 'Turnover lay': '80459381', 'Turnover 2012': '72234214', 'Total assets 2012': '150889990', 'Employees 2012': '146300', 'R&D 2012': '5030377', 'Country Code': '4'}
Toshiba Industrial Products Manufacturing Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '2', 'Turnover lay': '1049204', 'Turnover 2012': '693893', 'Total assets 2012': '276113', 'Employees 2012': '569', 'R&D 2012': '', 'Country Code': '4'}
Kabushiki Kaisha Toshiba {'Patent Industry': '4', 'University': '0', 'Patent count': '105777', 'Turnover lay': '37174836', 'Turnover 2012': '60828319', 'Total assets 2012': '64790252', 'Employees 2012': '206087', 'R&D 2012': '3238779', 'Country Code': '4'}
Georgia Tech Research Corp. {'Patent Industry': '4', 'University': '0', 'Patent count': '220', 'Turnover lay': '175000', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Phillips Screw Company {'Patent Industry': '4', 'University': '0', 'Patent count': '128', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Sila Nanotechnologies Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '2', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
OLYMPUS CORPORATION {'Patent Industry': '4', 'University': '0', 'Patent count': '1480', 'Turnover lay': '7406507', 'Turnover 2012': '7900701', 'Total assets 2012': '10197366', 'Employees 2012': '30697', 'R&D 2012': '673170', 'Country Code': '4'}
Olympus Imaging Corp. {'Patent Industry': '4', 'University': '0', 'Patent count': '114', 'Turnover lay': '7406507', 'Turnover 2012': '7900701', 'Total assets 2012': '10197366', 'Employees 2012': '30697', 'R&D 2012': '673170', 'Country Code': '4'}
The University of Tokyo {'Patent Industry': '4', 'University': '1', 'Patent count': '112', 'Turnover lay': '2210651', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Olympus Medical Systems Corp. {'Patent Industry': '4', 'University': '0', 'Patent count': '240', 'Turnover lay': '2395088', 'Turnover 2012': '2043962', 'Total assets 2012': '1224535', 'Employees 2012': '2781', 'R&D 2012': '', 'Country Code': '4'}
Schlumberger Technology Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '1534', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Toshiba Global Commerce {}
Solutions Holdings Corporation {}
Asahi Kasei Microdevices Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '11', 'Turnover lay': '647782', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Murata Manufacturing Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '4294', 'Turnover lay': '1695075', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Varian Medical Systems Inc. {}
Sloan-Kettering Institute for Cancer Research {}
Tokyo Electric Power Company Incorporated {'Patent Industry': '4', 'University': '0', 'Patent count': '21', 'Turnover lay': '55098773', 'Turnover 2012': '63475722', 'Total assets 2012': '159204786', 'Employees 2012': '48757', 'R&D 2012': '219246', 'Country Code': '4'}
Ishikawajima-Harima Heavy Industries Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '8', 'Turnover lay': '14976297', 'Turnover 2012': '13340935', 'Total assets 2012': '14490059', 'Employees 2012': '26618', 'R&D 2012': '280021', 'Country Code': '4'}
University of California {}
GSI {}
Lawrence Livermore National Security LLC. {}
TE Connectivity India Private Limited {}
Tyco Electronics Corporation {}
FIH (Hong Kong) Limited {}
Shenzhen Futaihong Precision Industry Co. Ltd. {}
Sungkyunkwan University Foundation for Corporate Collaboration {'Patent Industry': '4', 'University': '1', 'Patent count': '10', 'Turnover lay': '382230', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Korea Advanced Institue of Science & Technology {'Patent Industry': '4', 'University': '0', 'Patent count': '480', 'Turnover lay': '109390', 'Turnover 2012': '109583', 'Total assets 2012': '130761', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
SNU R&DB FOUNDATION {'Patent Industry': '4', 'University': '0', 'Patent count': '78', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
The Regents of the University of California {'Patent Industry': '4', 'University': '1', 'Patent count': '5684', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Industry-Academic Cooperation Foundation Yonsei University {'Patent Industry': '4', 'University': '1', 'Patent count': '546', 'Turnover lay': '697852', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
GLOBALFOUNDRIES Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '1750', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Seoul National University Industry Foundation {'Patent Industry': '4', 'University': '1', 'Patent count': '42', 'Turnover lay': '64922', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Dongguk University Industry-Academic Cooperation Foundation {'Patent Industry': '4', 'University': '1', 'Patent count': '27', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '9'}
Korea University of Technology and Education Industry-University Cooperation Foundation {'Patent Industry': '4', 'University': '1', 'Patent count': '4', 'Turnover lay': '115918', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Postech Academy-Industry Foundation Postech Univ. of Science and Technology {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Industry-University Cooperation Foundation Hanyang University {'Patent Industry': '4', 'University': '1', 'Patent count': '70', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '9'}
IMEC {'Patent Industry': '4', 'University': '0', 'Patent count': '258', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY {'Patent Industry': '4', 'University': '1', 'Patent count': '36', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '9'}
Cheil Industries Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '1334', 'Turnover lay': '3152720', 'Turnover 2012': '2209060', 'Total assets 2012': '1863169', 'Employees 2012': '', 'R&D 2012': '8933', 'Country Code': '8'}
International Business Machines Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '204120', 'Turnover lay': '79139000', 'Turnover 2012': '102874000', 'Total assets 2012': '119213000', 'Employees 2012': '434246', 'R&D 2012': '5816000', 'Country Code': '1'}
Industry-Academic Cooperation Foundation {'Patent Industry': '4', 'University': '0', 'Patent count': '4', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Taiwan Semiconductor Manufacturing Company Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '10728', 'Turnover lay': '32747493', 'Turnover 2012': '17599920', 'Total assets 2012': '33127310', 'Employees 2012': '39267', 'R&D 2012': '1391564', 'Country Code': '5'}
Osaka University {'Patent Industry': '4', 'University': '1', 'Patent count': '70', 'Turnover lay': '1318392', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY {'Patent Industry': '4', 'University': '1', 'Patent count': '2', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '9'}
Samsung Display Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '4319', 'Turnover lay': '32034708', 'Turnover 2012': '20303892', 'Total assets 2012': '32639843', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
NANOHOLDINGS LLC {}
University of Florida Research Foundation Inc. {}
Tanaka Kikinzoku Kogyo K.K. {'Patent Industry': '4', 'University': '0', 'Patent count': '35', 'Turnover lay': '9146878', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Seiko Epson Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '21965', 'Turnover lay': '10378717', 'Turnover 2012': '9041923', 'Total assets 2012': '8269220', 'Employees 2012': '68761', 'R&D 2012': '530250', 'Country Code': '4'}
Suzhou Golden Crown New Energy Co. Ltd {}
Golden Crown New Energy (HK) Limited {}
Ulvac Inc. {}
Sanyo Electric Co. Ltd. {}
Centre National de la Recherche Scientifique (CNRS) {'Patent Industry': '4', 'University': '0', 'Patent count': '736', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
Societe Francaise de Detecteurs Infrarouges - SOFRADIR {'Patent Industry': '4', 'University': '0', 'Patent count': '12', 'Turnover lay': '175719', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
Universite Montpellier 2 Sciences et Techniques {'Patent Industry': '4', 'University': '1', 'Patent count': '10', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
UNIVERSITE CLAUDE BERNARD LYON I {'Patent Industry': '4', 'University': '1', 'Patent count': '8', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
France/Ecole Normale Seperieure de Cachan {'Patent Industry': '4', 'University': '1', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
France and Universitat de les Illes Balears {}
COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES {'Patent Industry': '4', 'University': '0', 'Patent count': '582', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
Toshiba Medical Systems Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '350', 'Turnover lay': '2651929', 'Turnover 2012': '2946893', 'Total assets 2012': '1790292', 'Employees 2012': '4114', 'R&D 2012': '', 'Country Code': '4'}
Hynix Semiconductor Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '2394', 'Turnover lay': '28126514', 'Turnover 2012': '9492070', 'Total assets 2012': '17418917', 'Employees 2012': '', 'R&D 2012': '910758', 'Country Code': '8'}
Grandis Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '24', 'Turnover lay': '223797639', 'Turnover 2012': '187841967', 'Total assets 2012': '169130924', 'Employees 2012': '', 'R&D 2012': '10772272', 'Country Code': '8'}
Hitachi Mito Engineering Co. Ltd. {}
Hitachi Ltd. {}
Chi Mei Communication Systems Inc. {}
NEC Tokin Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '24', 'Turnover lay': '963405', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Postech Foundation {}
Seoul Opto Device Co. Ltd. {}
TS Tech Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '182', 'Turnover lay': '4515397', 'Turnover 2012': '3816580', 'Total assets 2012': '2206054', 'Employees 2012': '15067', 'R&D 2012': '119182', 'Country Code': '4'}
Honda Motor Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '8143', 'Turnover lay': '144657174', 'Turnover 2012': '104917126', 'Total assets 2012': '144825890', 'Employees 2012': '190338', 'R&D 2012': '5950823', 'Country Code': '4'}
King Abdulaziz City Science and Technology {}
KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS {}
Tyco Electronics Holdings (Bermuda) No. 7 Ltd. {}
Xiangtan Electric Manufacturing Co. Ltd. {}
Xiangtan Liyuan Electric Tooling Co. Ltd. {}
UD Trucks Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '10', 'Turnover lay': '4112666', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
WASEDA UNIVERSITY {'Patent Industry': '4', 'University': '1', 'Patent count': '40', 'Turnover lay': '914333', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Tokyo Institute of Technology {'Patent Industry': '4', 'University': '1', 'Patent count': '63', 'Turnover lay': '418147', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
University of Massachusetts {'Patent Industry': '4', 'University': '1', 'Patent count': '168', 'Turnover lay': '17500', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Shinshu University {'Patent Industry': '4', 'University': '1', 'Patent count': '4', 'Turnover lay': '485356', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Sumitomo Metal Mining Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '78', 'Turnover lay': '7620775', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
National University Corporation Nagoya University {'Patent Industry': '4', 'University': '1', 'Patent count': '1908', 'Turnover lay': '989528', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Autonetworks Technologies Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '48', 'Turnover lay': '29025773', 'Turnover 2012': '22941499', 'Total assets 2012': '24403262', 'Employees 2012': '206323', 'R&D 2012': '1001455', 'Country Code': '4'}
AISIN SEIKI KABUSHIKI KAISHA {'Patent Industry': '4', 'University': '0', 'Patent count': '2214', 'Turnover lay': '302352', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Aisin AW Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '1246', 'Turnover lay': '13036274', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Sumitomo Electric Industries Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '4644', 'Turnover lay': '29025773', 'Turnover 2012': '22941499', 'Total assets 2012': '24403262', 'Employees 2012': '206323', 'R&D 2012': '1001455', 'Country Code': '4'}
Sumitomo Wiring Systems Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '1785', 'Turnover lay': '3760630', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Panasonic Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '12048', 'Turnover lay': '75168694', 'Turnover 2012': '77568192', 'Total assets 2012': '57332047', 'Employees 2012': '293742', 'R&D 2012': '5334286', 'Country Code': '4'}
Kabushiki Kaisha Toyota Jidoshokki {'Patent Industry': '4', 'University': '0', 'Patent count': '294', 'Turnover lay': '276669260', 'Turnover 2012': '234351491', 'Total assets 2012': '376880705', 'Employees 2012': '333498', 'R&D 2012': '8576251', 'Country Code': '4'}
Vanderbilt University {}
Molecular Sensing Inc. {}
Neomax Materials Co. Ltd. {}
Hitachi Metals Ltd. {}
SK Telecom Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '20', 'Turnover lay': '16366196', 'Turnover 2012': '15076975', 'Total assets 2012': '23907677', 'Employees 2012': '', 'R&D 2012': '284474', 'Country Code': '8'}
Kyungpook National University Industry Academic Cooperation Foundation {'Patent Industry': '4', 'University': '1', 'Patent count': '36', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '9'}
The Board of Trustees of the Leland Stanford Junior University {'Patent Industry': '4', 'University': '1', 'Patent count': '792', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Mersen USA Newburyport-MA LLC {}
Northeastern University {}
Cal-Comp Precision (Singapore) Limited {}
Cal-Comp Electronics & Communications Company Limited {}
CITIZEN HOLDINGS CO. LTD. {}
Citizen Electronics Co. Ltd. {}
Institut Ploytechnique de Grenoble {'Patent Industry': '4', 'University': '1', 'Patent count': '4', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
Curators of the University of Missouri {}
Integral Laser Solutions Inc. {}
Silergy Semiconductor Technology (Hangzhou) LTD {}
Silergy Technology {}
KBC RESEARCH FOUNDATION PVT. LTD. {}
SunEdison Semiconductor Limited (UEN201334164H) {}
GLOBAL FOUNDRIES INC. {}
Sony Computer Entertainment Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '792', 'Turnover lay': '80459381', 'Turnover 2012': '72234214', 'Total assets 2012': '150889990', 'Employees 2012': '146300', 'R&D 2012': '5030377', 'Country Code': '4'}
Lextar Electronics Corp. {}
Lextar Electronics Corporation {}
H-Tech LLC {}
SRI Hermatics Inc. {}
American Power Conversion Corporation {}
Hydrogenics Corporation {}
Sanken Electric Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '189', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Nissan Motor Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '1971', 'Turnover lay': '112545141', 'Turnover 2012': '102279069', 'Total assets 2012': '136008184', 'Employees 2012': '160530', 'R&D 2012': '4991100', 'Country Code': '4'}
Alpine Electronics Inc. {}
Blueprint Acoustics Pty Ltd. {}
JC Protek Co. Ltd. {}
Andong National University Industry Academic Cooperation Foundation {}
University of Tennessee Research Foundation {}
YALE UNIVERSITY {}
UT-Battelle LLC {}
The Regents of the University of Colorado {}
National Institute of Standards and Technology {}
Shimadzu Corporation {}
Shimadzu Research Laboratory (Shanghai) Co. Ltd. {}
FCI Americas Technology Inc. {}
FCI {}
Askey Computer Corp. {}
Askey Technology (Jiangsu) Ltd. {}
SCK.-CEN {}
KATHOLIEKE UNIVERSITEIT LEUVEN {}
Toppan Printing Co. Ltd. {}
Advantest Corp. {}
FSP-Powerland Technology Inc. {}
FSP TECHNOLOGY INC. {}
Intermolecular Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '136', 'Turnover lay': '37203', 'Turnover 2012': '66827', 'Total assets 2012': '123685', 'Employees 2012': '232', 'R&D 2012': '21839', 'Country Code': '1'}
SanDisk 3D LLC {'Patent Industry': '4', 'University': '0', 'Patent count': '201', 'Turnover lay': '5564872', 'Turnover 2012': '5052509', 'Total assets 2012': '10339127', 'Employees 2012': '4636', 'R&D 2012': '602765', 'Country Code': '1'}
Elpidia Memory Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '30391000', 'Turnover 2012': '8234000', 'Total assets 2012': '14328000', 'Employees 2012': '27400', 'R&D 2012': '918000', 'Country Code': '1'}
Elpida Memory Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '348', 'Turnover lay': '30391000', 'Turnover 2012': '8234000', 'Total assets 2012': '14328000', 'Employees 2012': '27400', 'R&D 2012': '918000', 'Country Code': '1'}
Massachusetts Institute of Technology {'Patent Industry': '4', 'University': '1', 'Patent count': '1350', 'Turnover lay': '750000', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Beth Israel Deaconess Medical Center Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '24', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
The Charles Stark Draper Laboratory Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '18', 'Turnover lay': '62500', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
The President and Fellows of Harvard College {'Patent Industry': '4', 'University': '0', 'Patent count': '100', 'Turnover lay': '37500', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Raytheon Company {'Patent Industry': '4', 'University': '0', 'Patent count': '1956', 'Turnover lay': '25348000', 'Turnover 2012': '24414000', 'Total assets 2012': '26686000', 'Employees 2012': '67800', 'R&D 2012': '451000', 'Country Code': '1'}
Philips Lumileds Lighting Company LLC {}
Koninklijke Philips Electronics N.V. {}
KONINKLIJKE PHILIPS N.V. {}
Sanyo Technology Center (Shenzhen) Co. Ltd. {}
Kirk Key Interlock Company LLC {}
Utility Relay Company {}
Eastfield Corporation {}
Peak Power & Mfg. Inc. {}
Volkswagon AG {}
iHi CHARGING SYSTEMS INTERNATIONAL GMBH {}
Mahle International GmbH {}
Fuji Jukogyo Kabushiki Kaisha {}
Nippon Chemical Industrial Co. Ltd. {}
X-FAB SEMICONDUCTOR FOUNDRIES AG {}
MELEXIS TECHNOLOGIES NV {}
Spicer Technology Inc. {}
Bubble Technologies Industries Inc. {}
American Audio Components Inc. {}
AAC Acoustic Technologies (Shenzhen) Co. Ltd. {}
Kyocera Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '1620', 'Turnover lay': '14851106', 'Turnover 2012': '13595901', 'Total assets 2012': '24246979', 'Employees 2012': '77645', 'R&D 2012': '', 'Country Code': '4'}
MEDTRONIC INC. {'Patent Industry': '4', 'University': '0', 'Patent count': '2780', 'Turnover lay': '103136', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '2'}
Oncotech Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '10', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Japan Aviation Electronics Industry Ltd. {}
Jae Taiwan Ltd. {}
J & S Electronics Inc. {}
Princeton University Office of Technology and Trademark Licensing {'Patent Industry': '4', 'University': '1', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Universal Display Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '48', 'Turnover lay': '335629', 'Turnover 2012': '83244', 'Total assets 2012': '385524', 'Employees 2012': '117', 'R&D 2012': '30032', 'Country Code': '1'}
Tatung University {}
Tatung Company {}
Headway Technologies Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '380', 'Turnover lay': '11976146', 'Turnover 2012': '9044876', 'Total assets 2012': '12423176', 'Employees 2012': '79863', 'R&D 2012': '572947', 'Country Code': '4'}
SAE Magnetics (H.K.) Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '660', 'Turnover lay': '11976146', 'Turnover 2012': '9044876', 'Total assets 2012': '12423176', 'Employees 2012': '79863', 'R&D 2012': '572947', 'Country Code': '4'}
Board of Regents University of Texas System {}
Texas Micro Inc. {}
Konkuk University Industrial Cooperation Corp. {'Patent Industry': '4', 'University': '1', 'Patent count': '6', 'Turnover lay': '275158', 'Turnover 2012': '209309', 'Total assets 2012': '139725', 'Employees 2012': '109', 'R&D 2012': '', 'Country Code': '8'}
Tel Solar AG {}
Korea University Research and Business Foundation {}
SK Hynic Inc. {}
IHI AEROSPACE CO. LTD. {}
SINFONIA TECHNOLOGY CO. LTD. {}
Dainippon Screen Mfg. Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '310', 'Turnover lay': '3195856', 'Turnover 2012': '2017239', 'Total assets 2012': '2496251', 'Employees 2012': '4955', 'R&D 2012': '134732', 'Country Code': '4'}
Hamamatsu Photonics K.K. {}
Keihin Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '126', 'Turnover lay': '3310048', 'Turnover 2012': '3132693', 'Total assets 2012': '2389336', 'Employees 2012': '20807', 'R&D 2012': '8603', 'Country Code': '4'}
Samsung SDI Co. Ltd. {}
Robert Bosch GmbH {}
STMicroelectronics (Grenoble 2) SAS {'Patent Industry': '4', 'University': '0', 'Patent count': '44', 'Turnover lay': '283456', 'Turnover 2012': '277196', 'Total assets 2012': '239352', 'Employees 2012': '1509', 'R&D 2012': '', 'Country Code': '6'}
STMicroelectronics (Research & Development) Limited {'Patent Industry': '4', 'University': '0', 'Patent count': '20', 'Turnover lay': '996589', 'Turnover 2012': '1105673', 'Total assets 2012': '2070193', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
Telaris Inc. {}
California Institute of Technology {}
Suzuki Motor Corporation {}
Lithium Energy Japan {}
Adesto Technologies France SARL {}
Adesto Technologies Corporation {}
Altis Semiconductor {}
Fujitsu Limited {}
Fujitsu Component Limited {}
Fujitsu Semiconductor Limited {}
Power Digital Delight Co. Ltd. {}
Easthill Industrial Co. Ltd. {}
Conti Temic microelectronic GmbH {'Patent Industry': '4', 'University': '0', 'Patent count': '18', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '2000', 'R&D 2012': '', 'Country Code': '7'}
FREESCALE SEMICONDUCTOR INC. {'Patent Industry': '4', 'University': '0', 'Patent count': '2100', 'Turnover lay': '3508000', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Sharp Kabushiki Kaisha {'Patent Industry': '4', 'University': '0', 'Patent count': '10382', 'Turnover lay': '22857810', 'Turnover 2012': '26325928', 'Total assets 2012': '22174860', 'Employees 2012': '50647', 'R&D 2012': '1465066', 'Country Code': '4'}
Sumitomo Electric Toyama Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '20', 'Turnover lay': '218574', 'Turnover 2012': '225629', 'Total assets 2012': '157886', 'Employees 2012': '207', 'R&D 2012': '', 'Country Code': '4'}
Sumitomo Electric Device Innovations Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '56', 'Turnover lay': '572050', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
National University Corporation Toyohashi University of Technology {'Patent Industry': '4', 'University': '1', 'Patent count': '18', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Sumitomo Electric Sintered Alloy Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '4', 'Turnover lay': '282013', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY {'Patent Industry': '4', 'University': '1', 'Patent count': '12', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
National Institute of Advanced Industrial Science and Technology {'Patent Industry': '4', 'University': '0', 'Patent count': '231', 'Turnover lay': '974141', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Central Research Institute of Electric Power Industry {'Patent Industry': '4', 'University': '0', 'Patent count': '6', 'Turnover lay': '282607', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Japan Science and Technology Agency {'Patent Industry': '4', 'University': '0', 'Patent count': '190', 'Turnover lay': '1318392', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Showa Denko K.K. {'Patent Industry': '4', 'University': '0', 'Patent count': '104', 'Turnover lay': '6912196', 'Turnover 2012': '8547787', 'Total assets 2012': '10781768', 'Employees 2012': '9890', 'R&D 2012': '238394', 'Country Code': '4'}
Sumitomo Chemical Company Limited {'Patent Industry': '4', 'University': '0', 'Patent count': '1305', 'Turnover lay': '20628203', 'Turnover 2012': '20738100', 'Total assets 2012': '26256942', 'Employees 2012': '30396', 'R&D 2012': '1327796', 'Country Code': '4'}
LAAS-CNRE {}
Atmel Rousset S.A.S. {}
FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD. {}
Foxconn Technology Co. Ltd. {}
Kokichi Terajima {}
Xinhongzhou Precision Technology Co. Ltd {}
Micro Win Tech Inc. {}
LARGAN PRECISION CO. LTD. {}
Universiteit Gent {}
Katholieke Universiteit Leuven K.U. Leuven R&D {}
ASML Netherlands B.V. {}
Kowa Company Ltd. {}
Techsign Light Panel Co. Ltd. {}
ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES {}
ECOLE POLYTECHNIQUE {}
Maytag Corporation {}
Satori S-Tech Co. Ltd. {}
Priestman Goode {}
Cambridge Design Partnership LLP {}
Siémens Aktiengesellschaft {}
Siemens Industry Inc. {}
Caterpillar Global Mining LLC {}
Massachusetts General Hospital {}
Siemens Medical Solutions USA Inc. {}
Tohoku Pioneer Corporation {}
Mitsubishi Electric Corporation {}
Pioneer Corporation {}
Applied Materials Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '2160', 'Turnover lay': '17253000', 'Turnover 2012': '8719000', 'Total assets 2012': '12102000', 'Employees 2012': '14500', 'R&D 2012': '1236000', 'Country Code': '1'}
Renesas Electronics Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '4592', 'Turnover lay': '6911080', 'Turnover 2012': '8345874', 'Total assets 2012': '7106787', 'Employees 2012': '33840', 'R&D 2012': '1456537', 'Country Code': '4'}
Hitachi Tohbu Semiconductor Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '39', 'Turnover lay': '88235150', 'Turnover 2012': '96028373', 'Total assets 2012': '104187258', 'Employees 2012': '326240', 'R&D 2012': '3625173', 'Country Code': '4'}
ITT Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '710', 'Turnover lay': '2585300', 'Turnover 2012': '2227800', 'Total assets 2012': '3386100', 'Employees 2012': '9000', 'R&D 2012': '62700', 'Country Code': '1'}
Hitachi Device Engineering Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '9', 'Turnover lay': '88235150', 'Turnover 2012': '96028373', 'Total assets 2012': '104187258', 'Employees 2012': '326240', 'R&D 2012': '3625173', 'Country Code': '4'}
Hitachi ULSI Systems Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '20', 'Turnover lay': '88235150', 'Turnover 2012': '96028373', 'Total assets 2012': '104187258', 'Employees 2012': '326240', 'R&D 2012': '3625173', 'Country Code': '4'}
Hitachi Yonezawa Electronics Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '5', 'Turnover lay': '88235150', 'Turnover 2012': '96028373', 'Total assets 2012': '104187258', 'Employees 2012': '326240', 'R&D 2012': '3625173', 'Country Code': '4'}
IMEC VZW {}
TDK Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '4559', 'Turnover lay': '11976146', 'Turnover 2012': '9044876', 'Total assets 2012': '12423176', 'Employees 2012': '79863', 'R&D 2012': '572947', 'Country Code': '4'}
Rohm Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '1090', 'Turnover lay': '3739580', 'Turnover 2012': '3105789', 'Total assets 2012': '7424472', 'Employees 2012': '20203', 'R&D 2012': '400956', 'Country Code': '4'}
TDK Korea Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '3', 'Turnover lay': '11976146', 'Turnover 2012': '9044876', 'Total assets 2012': '12423176', 'Employees 2012': '79863', 'R&D 2012': '572947', 'Country Code': '4'}
BYD Company Limited {}
SHENZHEN BYD AUTO R&D COMPANY LIMITED {}
Tohoku University {'Patent Industry': '4', 'University': '1', 'Patent count': '171', 'Turnover lay': '1321640', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Kyoto University {'Patent Industry': '4', 'University': '1', 'Patent count': '18', 'Turnover lay': '1493474', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Sony Mobile Communications Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '345', 'Turnover lay': '4737320', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
SONY PICTURES TECHNOLOGIES INC. {'Patent Industry': '4', 'University': '0', 'Patent count': '3', 'Turnover lay': '80459381', 'Turnover 2012': '72234214', 'Total assets 2012': '150889990', 'Employees 2012': '146300', 'R&D 2012': '5030377', 'Country Code': '4'}
LG Hausys Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '6', 'Turnover lay': '3041991', 'Turnover 2012': '2289448', 'Total assets 2012': '1660783', 'Employees 2012': '', 'R&D 2012': '10267', 'Country Code': '8'}
Korea Institute of Science & Technology {}
HYUNDAI MOBIS CO. LTD. {'Patent Industry': '4', 'University': '0', 'Patent count': '64', 'Turnover lay': '32830060', 'Turnover 2012': '28758657', 'Total assets 2012': '28065567', 'Employees 2012': '', 'R&D 2012': '324313', 'Country Code': '8'}
SL Lighting Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '364247', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Il Heung Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '2', 'Turnover lay': '193369', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Myunghwa Ind. Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '4', 'Turnover lay': '550870', 'Turnover 2012': '668503', 'Total assets 2012': '423674', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Hayterzlab {}
Heiwa {}
Champion Elite Company Limited {}
Midas Wei Trading Co. Ltd. {}
Korea Research Institute of Standards and Science {}
Micro Motion Technology Co. Ltd. {}
S.T. Corporation {}
Montana State University {}
Nihon Colmo Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Plextronics Inc. {}
Nano-C Inc. {}
The Furukawa Electric Company Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '10', 'Turnover lay': '9109454', 'Turnover 2012': '9821742', 'Total assets 2012': '8706341', 'Employees 2012': '50342', 'R&D 2012': '214657', 'Country Code': '4'}
SEMICONDUCTOR COMPONENTS INDUSTRIES LLC {}
Futaba Corporation {}
OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA) {}
COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES {}
Nitto Kogaku KK {}
Koike Yashuhiro {}
Tyco Electronics Raychem GmbH {}
Tyco Electronics AMP Espana SA {}
CHAMP TECH OPTICAL (FOSHAN) CORPORATION {}
Hitachi Industrial Equipment System Co. {}
Nippon Steel & Sumikin Stainless Steel Corporation {}
NthDegree Technologies Worldwide Inc. {}
NASA an agency of the United States {}
NASA {}
Board of Regents of the University of Oklahoma {}
Phononic Devices Inc. {}
Daimler-Benz AG {}
Ford Motor Company {}
IMRA America Inc. {}
The Regents of the University of Colorado a body corporate {}
EchoStar Technologies L.L.C. {}
DISH Network L.L.C. {}
KWANSEI GAKUIN EDUCATIONAL FOUNDATION {}
TOYO TANSO CO. LTD. {}
Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V. {}
Carl Zeiss Microscopy GmbH {}
Deutsches Krebsforschungszentrum {}
Saga Sanyo Industries Co. Ltd. {}
Mitsubishi Metal Corporation {}
Furukawa Co. Ltd. {}
Tohoku Techno Arch Co. Ltd. {}
Fu Tai Industry (Shenzhen) Co. Ltd. {}
Hon Hai Precision Industry Co. Ltd. {}
Ecole Polytechnique Federale de Lausanne (EPFL) {}
Bruker BioSpin GmbH {}
Baxter International Inc. {}
Baxter Healthcare S.A. {}
Nujira Limited {}
Skyworks Solutions Inc. {}
Nantong Ya Tai Candle Arts & Crafts Co. Ltd. {}
Shanghai Q Mall & Co. Ltd. {}
TECHNOVA INC. {'Patent Industry': '4', 'University': '0', 'Patent count': '8', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Toshiba Lightning & Technology Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '936442', 'Turnover 2012': '1325054', 'Total assets 2012': '780036', 'Employees 2012': '3900', 'R&D 2012': '', 'Country Code': '4'}
Giant Electric Vehicle Kunshan Co. Ltd. {}
National Yunlin University of Science and Technology {}
Tadahiro Ohmi {'Patent Industry': '4', 'University': '0', 'Patent count': '16', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
TOSHIBA TEC KABUSHIKI KAISHA {'Patent Industry': '4', 'University': '0', 'Patent count': '1152', 'Turnover lay': '4833685', 'Turnover 2012': '4287764', 'Total assets 2012': '4126522', 'Employees 2012': '20517', 'R&D 2012': '235220', 'Country Code': '4'}
TOSHIBA MATERIALS CO. LTD. {'Patent Industry': '4', 'University': '0', 'Patent count': '52', 'Turnover lay': '147264', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Toshiba Electron Tubes & Devices Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '8', 'Turnover lay': '36138307', 'Turnover 2012': '40205522', 'Total assets 2012': '45701940', 'Employees 2012': '196968', 'R&D 2012': '3425349', 'Country Code': '4'}
Toshiba Lighting & Technology Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '325', 'Turnover lay': '936442', 'Turnover 2012': '1325054', 'Total assets 2012': '780036', 'Employees 2012': '3900', 'R&D 2012': '', 'Country Code': '4'}
Battelle Memorial Institute {}
The Trustees of Princeton University {}
Semiconductor Technology Academic Research Center {'Patent Industry': '4', 'University': '0', 'Patent count': '42', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Foundation for Advancement of International Science {'Patent Industry': '4', 'University': '0', 'Patent count': '4', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
CSP-Innovazione Nelle ICT Scarl {}
S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A. {}
Legrand France {}
Legrand SNC {}
Dolby Laboratories Licensing Corporation {}
Dolby International AB {}
National Taipei University of Technology {}
Phansco Corp. {}
Hitachi High-Technologies Corporation {}
Shin-Kobe Electric Machinery Co. Ltd. {}
AT&T MOBILITY II LLC {}
AT&T INTELLECTUAL PROPERTY I L.P. {}
Oxford Instruments Ltd. {}
Oxford Instruments AFM Inc {}
King Abdulaziz City for Science and Technology {}
STMicroelectronics Limited {'Patent Industry': '4', 'University': '0', 'Patent count': '324', 'Turnover lay': '46613', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '2'}
Fundació Institut de Ciències Fotòniques {}
Consejo Superior de Investigaciones Cientificas {}
X-Body Inc. {}
The Board of Trustees of the University of Illinois {}
Global Unichip Corp. {'Patent Industry': '4', 'University': '0', 'Patent count': '30', 'Turnover lay': '407607', 'Turnover 2012': '310816', 'Total assets 2012': '168931', 'Employees 2012': '481', 'R&D 2012': '29992', 'Country Code': '5'}
KINPO ELECTRONICS INC. {}
NEC Access Technica Ltd. {}
NEC Corporation {}
NEC Engineering Ltd. {}
Toshiba America Electronic Components Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '5', 'Turnover lay': '37174836', 'Turnover 2012': '60828319', 'Total assets 2012': '64790252', 'Employees 2012': '206087', 'R&D 2012': '3238779', 'Country Code': '4'}
Toyoda Gosei Co. Ltd. {}
Sumita Optical Glass Inc. {}
ATI Technologies Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '875', 'Turnover lay': '5329000', 'Turnover 2012': '5422000', 'Total assets 2012': '4000000', 'Employees 2012': '10340', 'R&D 2012': '1354000', 'Country Code': '1'}
Universite Joseph Fourier {'Patent Industry': '4', 'University': '1', 'Patent count': '8', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
ISORG {'Patent Industry': '4', 'University': '0', 'Patent count': '4', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Centre Nationale de la Recherche Scientifique (CNRS) {'Patent Industry': '4', 'University': '0', 'Patent count': '3', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
CNRS-Centre National de la Recherche Scientifique {'Patent Industry': '4', 'University': '0', 'Patent count': '2', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
STMICROELECTRONICS (CROLLES 2) SAS {'Patent Industry': '4', 'University': '0', 'Patent count': '66', 'Turnover lay': '796928', 'Turnover 2012': '709278', 'Total assets 2012': '986864', 'Employees 2012': '1935', 'R&D 2012': '', 'Country Code': '6'}
Colonial Plastics Inc. {}
Ford Global Technologies LLC {}
Dow Global Technologies Inc. {}
Los Alamos National Security LLC {}
Sharp Corporation {}
NCKU Research & Development Foundation {}
Himax Technologies Limited {}
Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd. {}
Hong Fu Precision Industry (ShenZhen) Co. Ltd. {}
Fu Tai Hua Industry (Shenzhen) Co. Ltd. {}
Ledlink Optics (Dong Guan) Co. Ltd. {}
Yang Zhou LedLink Optics Co. Ltd. {}
LedLink Optics Inc. {}
SEMICONDUCTOR ENERGY LABORATORY CO. LTD. {'Patent Industry': '4', 'University': '0', 'Patent count': '11600', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Shinko Electric Industries Co. Ltd. {}
Taiyo Yuden Co. Ltd. {}
Tris Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '5', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
The George Washington University {}
The United States of America as represented by the Secretary of the Navy {}
Korean Broadcasting System {'Patent Industry': '4', 'University': '0', 'Patent count': '2', 'Turnover lay': '1540952', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Dongwon Systems Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '1198686', 'Turnover 2012': '390573', 'Total assets 2012': '390317', 'Employees 2012': '', 'R&D 2012': '5447', 'Country Code': '8'}
Soongsil University Foundation of University-Industry Cooperation {'Patent Industry': '4', 'University': '1', 'Patent count': '1', 'Turnover lay': '131157', 'Turnover 2012': '172959', 'Total assets 2012': '342799', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
Airbus Operations SAS {}
02Micro {}
Ricoh Company Ltd. {}
Sijtechnology Inc. {}
Moxtek Inc. {}
Brigham Young University {}
Kansai University {'Patent Industry': '4', 'University': '1', 'Patent count': '2', 'Turnover lay': '522865', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
MITSUBISHI HEAVY INDUSTRIES LTD. {'Patent Industry': '4', 'University': '0', 'Patent count': '1001', 'Turnover lay': '38711892', 'Turnover 2012': '29929826', 'Total assets 2012': '41796274', 'Employees 2012': '68213', 'R&D 2012': '600499', 'Country Code': '4'}
Finewell Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Shenzhen Jiawei Photovoltaic Lighting Co. Ltd. {}
Light-Core Limited {}
Q1 Nanosystems Inc {'Patent Industry': '4', 'University': '0', 'Patent count': '3', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Corning Incorporated {}
S.O.I. Tec Silicon On Insulator Technologies {}
CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD. {}
SIEMENS ENERGY INC. {}
Arkansas Power Electronics International Inc. {}
The Chinese University of Hong Kong {}
CITY UNIVERSITY OF HONG KONG {}
STMicroeletronics Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '8', 'Turnover lay': '996589', 'Turnover 2012': '1105673', 'Total assets 2012': '2070193', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '6'}
Inventec Appliances (Shanghai) Co. Ltd. {}
Inventec Appliances Corp. {}
Plastic Logic Limited {'Patent Industry': '4', 'University': '0', 'Patent count': '12', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Cambridge Enterprise Limited {'Patent Industry': '4', 'University': '0', 'Patent count': '24', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '2'}
Leibniz-Institut fur Polymerforschung Dresden e.V. {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Samsung Techwin Co. Ltd. {}
Sumitomo Rubber Industries Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '720', 'Turnover lay': '7775606', 'Turnover 2012': '8206193', 'Total assets 2012': '8521409', 'Employees 2012': '23507', 'R&D 2012': '225742', 'Country Code': '4'}
Tyco Electronics Singapore PTE Ltd. {}
Tyco Electronics Japan G.K. {}
Cornell University {'Patent Industry': '4', 'University': '1', 'Patent count': '26', 'Turnover lay': '3000000', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '1'}
Kobe Steel Limited {'Patent Industry': '4', 'University': '0', 'Patent count': '468', 'Turnover lay': '17715019', 'Turnover 2012': '17902592', 'Total assets 2012': '23653702', 'Employees 2012': '36018', 'R&D 2012': '326745', 'Country Code': '4'}
Kobelco Construction Machinery Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '20', 'Turnover lay': '1986505', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Regents of the University of Minnesota {}
Life Services LLC {}
FIAT POWERTRAIN TECHNOLOGIES S.P.A. {}
FPT INDUSTRIAL S.P.A. {}
INNOLUX CORPORATION {}
Innocom Technology (Shenzhen) Co. Ltd. {}
Murata Machinery Ltd. {}
The Doshisha {}
JNC Petrochemical Corporation {}
JNC Corporation {}
SK hynix Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '2196', 'Turnover lay': '28126514', 'Turnover 2012': '9492070', 'Total assets 2012': '17418917', 'Employees 2012': '', 'R&D 2012': '910758', 'Country Code': '8'}
BAY ZU PRECISION CO. LTD. {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
People & Give Co. Ltd. {}
Global and Creative Partnership {}
Universal Scientific Industrial Co. Ltd. {}
Universal Global Scientific Industrial Co. Ltd. {}
Qiuye Sun {}
Gaslow International Limited {}
Dong Guan Apsun Lighting Technology Co. Ltd {}
LG INNOTEK CO. LTD. {}
LG Electronics Inc. {}
Sumitomo Bakelite Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '56', 'Turnover lay': '1994717', 'Turnover 2012': '1947552', 'Total assets 2012': '2271121', 'Employees 2012': '5215', 'R&D 2012': '130908', 'Country Code': '4'}
Dacom Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '420', 'Turnover lay': '11470698', 'Turnover 2012': '10185535', 'Total assets 2012': '10357460', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '8'}
MACRONIX INTERNATIONAL CO. LTD. {'Patent Industry': '4', 'University': '0', 'Patent count': '812', 'Turnover lay': '1146749', 'Turnover 2012': '839430', 'Total assets 2012': '2147853', 'Employees 2012': '5530', 'R&D 2012': '171339', 'Country Code': '5'}
National Applied Research Laboratories {}
MFC Sealing Technology Co. Ltd. {}
Industrial Technology Research Institute {}
National Chiao Tung University {}
Hon Hai Precsion Industry Co. Ltd. {}
Yutaka Giken Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '18', 'Turnover lay': '1705980', 'Turnover 2012': '1778842', 'Total assets 2012': '1093733', 'Employees 2012': '4887', 'R&D 2012': '30271', 'Country Code': '4'}
AAC Technologies Holdings Inc. {}
Afton Chemical Corporation {}
Molex Japan Co. Ltd. {}
Advantest Corporation {}
Matheson Tri-Gas {'Patent Industry': '4', 'University': '0', 'Patent count': '6', 'Turnover lay': '6085488', 'Turnover 2012': '4974902', 'Total assets 2012': '6540839', 'Employees 2012': '11468', 'R&D 2012': '33744', 'Country Code': '4'}
VisEra Technologies Company Limited {}
OmniVision Technologies Inc. {}
Dow Corning Corporation {}
Dow Corning Toray Co. Ltd. {}
Tokyo Electron Limited {'Patent Industry': '4', 'University': '0', 'Patent count': '2280', 'Turnover lay': '10648159', 'Turnover 2012': '5281997', 'Total assets 2012': '8237154', 'Employees 2012': '12201', 'R&D 2012': '778003', 'Country Code': '4'}
Tocalo Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '4', 'Turnover lay': '321210', 'Turnover 2012': '222299', 'Total assets 2012': '319405', 'Employees 2012': '795', 'R&D 2012': '6694', 'Country Code': '4'}
Nippon Telegraph and Telephone Corporation {}
NTT Electronics Corporation {}
VORBECK MATERIALS CORPORATION {}
The Hong Kong University of Science and Technology {}
University of Macau {}
Gigaphoton Inc. {}
Komatsu Ltd. {}
Savannah River Nuclear Solutions LLC {}
Fisk University {}
Inventec Appliances (Pudong) Corporation {}
Fujikin Incorporated {'Patent Industry': '4', 'University': '0', 'Patent count': '30', 'Turnover lay': '831839', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Rockwell Automation Technologies Inc. {}
Rockwell Automation Safely AG {}
Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction {}
Techno Sugaya Co. Ltd. {}
UNIVERSITE DE LIEGE {}
Cockerill Maintenance & Ingénierie S.A. {}
The University of Maryland {}
Calabatas Creek Research Inc. {}
University of Utah Research Foundation {}
NEC Energy Devices Ltd. {}
United Microelectronic Corp. {}
Lam Research Corporation {}
Jang Soon Park {}
Baiksan OPC Co. Ltd. {}
Yoshitaka Sugawara {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Seiko NPC Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '12', 'Turnover lay': '310029', 'Turnover 2012': '267730', 'Total assets 2012': '188646', 'Employees 2012': '614', 'R&D 2012': '1211', 'Country Code': '4'}
Casio Computer Co. Ltd. {}
CASIO ELECTRONICS MANUFACTURING CO. LTD. {}
Regal Beloit America Inc. {}
Regal Beloit Australia Pty Ltd {}
Samsund SDI Co. Ltd. {}
GLOBALFOUNDRIES Singapore Pte. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '195', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Nanyang Technological University {}
National University of Singapore {}
Matsugaki Chemical Industries Co. Ltd. {}
Shin-Etsu Chemical Co. Ltd. {}
Lite-On Technology Corp. {}
Silitek Electronic (Guangzhou) Co. Ltd. {}
LITE-ON ELECTRONICS (GUANGZHOU) LIMITED {}
Duke University {}
E-NETPIC.COM Inc. {}
Epic Communications Inc. {}
STMicoelectronics (Grenoble 2) SAS {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '283456', 'Turnover 2012': '277196', 'Total assets 2012': '239352', 'Employees 2012': '1509', 'R&D 2012': '', 'Country Code': '6'}
Battlefield Telecommunications Systems LLC {}
Purdue Research Foundation {}
North American Lighting Inc. {}
Toyota Motor Engineering & Manufacturing North America Inc. {}
University of Central Florida Research Foundation Inc. {}
sdPhotonics LLC {}
STMICROELECTRONICS ASIA PACIFIC PTE. LTD. {}
STMicroelectronics (Shenzhen) Manufacturing Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '289350', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '10'}
STMicroelectronics International N.V. {}
Airbus Operations GmbH {}
GOODRICH LIGHTING SYSTEMS GMBH {}
Ecole Polytechnique Fédérale de Lausanne {}
Hilti Aktiengesellschaft {}
ESW GmbH {}
Bruker HTS GmbH {}
Oswald Elektromotoren GmbH {}
Chung-Hsin Electric & Machinery Mfg. Corp. {}
Wuhan Haixinneng Electric Limited Company {}
Teledyne Scientific & Imaging LLC {'Patent Industry': '4', 'University': '0', 'Patent count': '5', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': ''}
Tyco Electronics Amp Korea Ltd. {}
Albert-Ludwigs Universitat Freiburg {}
Micronas GmbH {}
Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.) {}
Guardian Industries Corp. {}
Tyco Electronics Belgium EC BVBA {}
TE Connectivity Nederland B.V. {}
KONICA MINOLTA INC. {'Patent Industry': '4', 'University': '0', 'Patent count': '441', 'Turnover lay': '9711423', 'Turnover 2012': '8635932', 'Total assets 2012': '9989942', 'Employees 2012': '41844', 'R&D 2012': '759777', 'Country Code': '4'}
U-Shin Ltd. {}
Mazda Motor Corporation {}
DENSO International America Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '8', 'Turnover lay': '48105196', 'Turnover 2012': '38034234', 'Total assets 2012': '42263337', 'Employees 2012': '132276', 'R&D 2012': '3563038', 'Country Code': '4'}
West Corporation {}
Dongguan Masstop Liquid Crystal Display Co. Ltd. {}
Torchlight Technology Co. Ltd. {}
Tyco Electronics Svenska Holdings AB {}
Advics Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '128', 'Turnover lay': '2103944', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Synopsys Inc. {}
Synopsys Taiwan Co. Ltd. {}
CDT OXFORD LIMITED {}
CAMBRIDGE DISPLAY TECHNOLOGY LIMITED {}
Beijing Asahi Glass Electronics Co. Ltd. {}
Suzhou Boe Chatani Electronics Co. Ltd. {}
Mitsubishi Jidosha Kogyo Kabushiki Kaisha {}
Mitsubishi Jidosha Engineering Kabushiki Kaisha {}
Toyota Boshoku Kabushiki Kaisha {}
Toyota Shatai Kabushiki Kaisha {}
Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V. {}
Shin-Etsu Handotai Co. Ltd. {}
Stanley Electric Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '852', 'Turnover lay': '4163904', 'Turnover 2012': '2794679', 'Total assets 2012': '3767828', 'Employees 2012': '13997', 'R&D 2012': '58194', 'Country Code': '4'}
Chimei Innolux Corporation {}
Peking University Founder Group Co. Ltd. {}
Founder Microelectronics International Co. Ltd. {}
Texas Instruments Deutschland GmbH {}
Texas Instruments Incorporated {}
INVENTEC (PUDONG) TECHNOLOGY CORPORATION {}
Richtek Technology Corporation {}
Infineon Technologies AG {'Patent Industry': '4', 'University': '0', 'Patent count': '9039', 'Turnover lay': '9180928', 'Turnover 2012': '5077611', 'Total assets 2012': '7626114', 'Employees 2012': '26658', 'R&D 2012': '588315', 'Country Code': '7'}
American Air Liquide Inc. {}
L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause {}
Stichting National Lucht-En Ruimtevaart Laboratorium {}
Yamato Electronic Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '1', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Asmo Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '475', 'Turnover lay': '48105196', 'Turnover 2012': '38034234', 'Total assets 2012': '42263337', 'Employees 2012': '132276', 'R&D 2012': '3563038', 'Country Code': '4'}
Nippon Soken Inc. {'Patent Industry': '4', 'University': '0', 'Patent count': '374', 'Turnover lay': '', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Fu An Industrial Co. Ltd. {}
Get Auto Accessories Co. Ltd. {}
UNIVERSITY OF NEBRASKA BOARD OF REGENTS {}
J.A. Woollam Co. Inc. {}
Topmore Technology Inc. {}
Aptos Technology Inc. {}
Lintec Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '224', 'Turnover lay': '2345136', 'Turnover 2012': '2027021', 'Total assets 2012': '2294721', 'Employees 2012': '4270', 'R&D 2012': '77143', 'Country Code': '4'}
Kyushu University National University Corporation {'Patent Industry': '4', 'University': '1', 'Patent count': '28', 'Turnover lay': '1194020', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
Hitachi Displays Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '287', 'Turnover lay': '88235150', 'Turnover 2012': '96028373', 'Total assets 2012': '104187258', 'Employees 2012': '326240', 'R&D 2012': '3625173', 'Country Code': '4'}
Panasonic Liquid Crystal Display Co. Ltd. {'Patent Industry': '4', 'University': '0', 'Patent count': '355', 'Turnover lay': '277164', 'Turnover 2012': '', 'Total assets 2012': '', 'Employees 2012': '', 'R&D 2012': '', 'Country Code': '4'}
JAPAN DISPLAY INC. {'Patent Industry': '4', 'University': '0', 'Patent count': '1441', 'Turnover lay': '6756964', 'Turnover 2012': '1754052', 'Total assets 2012': '1221816', 'Employees 2012': '14801', 'R&D 2012': '13054', 'Country Code': '4'}
Henkel Corporation {'Patent Industry': '4', 'University': '0', 'Patent count': '64', 'Turnover lay': '24153893', 'Turnover 2012': '21863777', 'Total assets 2012': '25761284', 'Employees 2012': '46610', 'R&D 2012': '538315', 'Country Code': '7'}
density = nx.density(G)
print("Network density:", density)
Network density: 0.0026115023474178405
ids_label={}
counter=0
for i in G.nodes():
ids_label[i]=counter
counter+=1
plt.figure(1,figsize=(20,20))
nx.draw(G, pos=nx.spring_layout(G), alpha=0.9, node_size=400, width=1.3,
edge_color="Blue", node_color='Red', labels=ids_label,
font_size=12)
print(ids_label['Fuji Electric Co. Ltd.'])
44
ids_label={}
counter=0
colors=[]
for i in G.nodes():
ids_label[i]=counter
counter+=1
if i=='Fuji Electric Co. Ltd.':
colors.append('red')
else:
colors.append('Yellow')
plt.figure(1,figsize=(20,20))
nx.draw(G, pos=nx.spring_layout(G), alpha=0.9, node_size=400, width=1.3,
edge_color="Blue", node_color=colors, labels=ids_label,
font_size=12)
print("degree centrality: ")
for k, v in sorted(nx.degree_centrality(G).items(), key=lambda x: -x[1]):
print(str(k)+":"+"{:.3}".format(v)+" ", end="")
print("\n")
degree centrality: Samsung Electronics Co. Ltd.:0.0391 International Business Machines Corporation:0.0329 Toyota Jidosha Kabushiki Kaisha:0.0219 STMICROELECTRONICS S.R.L.:0.0203 Kabushiki Kaisha Toshiba:0.0203 Denso Corporation:0.0188 Fuji Electric Co. Ltd.:0.0172 Sumitomo Electric Industries Ltd.:0.0172 Sony Côrporation:0.0156 COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES:0.0156 Honda Motor Co. Ltd.:0.0156 Hyundai Motor Company:0.0141 Panasonic Corporation:0.0141 Rohm Co. Ltd.:0.0141 IMEC:0.0125 Centre National de la Recherche Scientifique (CNRS):0.011 National University Corporation Nagoya University:0.011 Electronics and Telecommunications Research Institute:0.00939 The Regents of the University of California:0.00939 FREESCALE SEMICONDUCTOR INC.:0.00939 Renesas Electronics Corporation:0.00939 BOE TECHNOLOGY GROUP CO. LTD.:0.00782 The University of Tokyo:0.00782 Tyco Electronics Corporation:0.00782 Samsung Display Co. Ltd.:0.00782 The Board of Trustees of the Leland Stanford Junior University:0.00782 Intermolecular Inc.:0.00782 Massachusetts Institute of Technology:0.00782 National Institute of Advanced Industrial Science and Technology:0.00782 Hon Hai Precision Industry Co. Ltd.:0.00782 Kia Motors Corporation:0.00626 OLYMPUS CORPORATION:0.00626 Murata Manufacturing Co. Ltd.:0.00626 SNU R&DB FOUNDATION:0.00626 Industry-Academic Cooperation Foundation Yonsei University:0.00626 GLOBALFOUNDRIES Inc.:0.00626 Seoul National University Industry Foundation:0.00626 Seiko Epson Corporation:0.00626 Sanyo Electric Co. Ltd.:0.00626 Sumitomo Metal Mining Co. Ltd.:0.00626 University of Tennessee Research Foundation:0.00626 Sharp Kabushiki Kaisha:0.00626 Siémens Aktiengesellschaft:0.00626 Tohoku University:0.00626 STMICROELECTRONICS (CROLLES 2) SAS:0.00626 Canon Kabushiki Kaisha:0.00469 Advanced Micro Devices Inc.:0.00469 Hino Motors Ltd.:0.00469 The Furukawa Electric Co. Ltd.:0.00469 Georgia Tech Research Corp.:0.00469 Korea Advanced Institue of Science & Technology:0.00469 Taiwan Semiconductor Manufacturing Company Ltd.:0.00469 Osaka University:0.00469 Hitachi Ltd.:0.00469 KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS:0.00469 Autonetworks Technologies Ltd.:0.00469 AISIN SEIKI KABUSHIKI KAISHA:0.00469 Sumitomo Wiring Systems Ltd.:0.00469 Sanken Electric Co. Ltd.:0.00469 Nissan Motor Co. Ltd.:0.00469 YALE UNIVERSITY:0.00469 Kyocera Corporation:0.00469 SAE Magnetics (H.K.) Ltd.:0.00469 Showa Denko K.K.:0.00469 Kokichi Terajima:0.00469 Xinhongzhou Precision Technology Co. Ltd:0.00469 Micro Win Tech Inc.:0.00469 LARGAN PRECISION CO. LTD.:0.00469 ASML Netherlands B.V.:0.00469 TDK Corporation:0.00469 Tyco Electronics Japan G.K.:0.00469 National Chiao Tung University:0.00469 Panasonic Liquid Crystal Display Co. Ltd.:0.00469 Hyundai Motor Japan R&D Center:0.00313 Nihon Ceratec Co. Ltd.:0.00313 Taiheiyo Cement Corporation:0.00313 Intel Corporation:0.00313 Koito Manufacturing Co. Ltd.:0.00313 Fuji Electric FA Components & Systems Co. Ltd.:0.00313 FURUKAWA AUTOMOTIVE SYSTEMS INC.:0.00313 FURUKAWA MAGNET WIRE CO. LTD.:0.00313 Tsinghua University:0.00313 Tokyo Electric Power Company Incorporated:0.00313 Ishikawajima-Harima Heavy Industries Co. Ltd.:0.00313 University of California :0.00313 GSI:0.00313 Lawrence Livermore National Security LLC.:0.00313 Shenzhen Futaihong Precision Industry Co. Ltd.:0.00313 Tanaka Kikinzoku Kogyo K.K.:0.00313 France/Ecole Normale Seperieure de Cachan:0.00313 France and Universitat de les Illes Balears:0.00313 Hynix Semiconductor Inc.:0.00313 WASEDA UNIVERSITY:0.00313 Aisin AW Co. Ltd.:0.00313 Kabushiki Kaisha Toyota Jidoshokki:0.00313 Kyungpook National University Industry Academic Cooperation Foundation:0.00313 Northeastern University:0.00313 Cal-Comp Electronics & Communications Company Limited:0.00313 UT-Battelle LLC:0.00313 The Regents of the University of Colorado:0.00313 National Institute of Standards and Technology:0.00313 KATHOLIEKE UNIVERSITEIT LEUVEN:0.00313 SanDisk 3D LLC:0.00313 Elpida Memory Inc.:0.00313 Philips Lumileds Lighting Company LLC:0.00313 Volkswagon AG:0.00313 iHi CHARGING SYSTEMS INTERNATIONAL GMBH:0.00313 Mahle International GmbH:0.00313 AAC Acoustic Technologies (Shenzhen) Co. Ltd.:0.00313 Oncotech Inc.:0.00313 Japan Aviation Electronics Industry Ltd.:0.00313 Universal Display Corporation:0.00313 Robert Bosch GmbH:0.00313 STMicroelectronics (Grenoble 2) SAS:0.00313 California Institute of Technology:0.00313 Adesto Technologies Corporation:0.00313 Fujitsu Limited:0.00313 Central Research Institute of Electric Power Industry:0.00313 Japan Science and Technology Agency:0.00313 Sumitomo Chemical Company Limited:0.00313 Foxconn Technology Co. Ltd.:0.00313 Universiteit Gent:0.00313 Siemens Industry Inc.:0.00313 Caterpillar Global Mining LLC:0.00313 Siemens Medical Solutions USA Inc.:0.00313 Tohoku Pioneer Corporation:0.00313 Kyoto University:0.00313 Myunghwa Ind. Co. Ltd.:0.00313 Tyco Electronics Raychem GmbH:0.00313 NthDegree Technologies Worldwide Inc.:0.00313 Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.:0.00313 Carl Zeiss Microscopy GmbH:0.00313 Bruker BioSpin GmbH:0.00313 The Trustees of Princeton University:0.00313 King Abdulaziz City for Science and Technology:0.00313 STMicroelectronics Limited:0.00313 NEC Access Technica Ltd.:0.00313 NEC Corporation:0.00313 Universite Joseph Fourier:0.00313 CNRS-Centre National de la Recherche Scientifique:0.00313 Ford Global Technologies LLC:0.00313 Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.:0.00313 Ledlink Optics (Dong Guan) Co. Ltd.:0.00313 Yang Zhou LedLink Optics Co. Ltd.:0.00313 LedLink Optics Inc.:0.00313 Inventec Appliances Corp.:0.00313 Plastic Logic Limited:0.00313 Cambridge Enterprise Limited:0.00313 Kobe Steel Limited:0.00313 Innocom Technology (Shenzhen) Co. Ltd.:0.00313 Sumitomo Bakelite Co. Ltd.:0.00313 Dacom Corporation:0.00313 Tokyo Electron Limited:0.00313 The Hong Kong University of Science and Technology:0.00313 GLOBALFOUNDRIES Singapore Pte. Ltd.:0.00313 Nanyang Technological University:0.00313 Shin-Etsu Chemical Co. Ltd.:0.00313 Lite-On Technology Corp.:0.00313 STMICROELECTRONICS ASIA PACIFIC PTE. LTD.:0.00313 Asmo Co. Ltd.:0.00313 Lintec Corporation:0.00313 Kyushu University National University Corporation:0.00313 Shinto Holdings Co. Ltd.:0.00156 Nikkindenji Kogyo Co. Ltd.:0.00156 HITACHI KOKUSAI ELECTRIC INC.:0.00156 L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude:0.00156 STMicroelectronics (Mala) Ltd:0.00156 ACER INCORPORATED:0.00156 LIANHONG TECHNOLOGY CO. LTD:0.00156 CANON PRECISION INC.:0.00156 University of Seoul Industry Cooperation Foundation:0.00156 MATERIALS ANALYSIS TECHNOLOGY INC.:0.00156 National Health Research Institutes:0.00156 Chandler Systems Inc.:0.00156 GENITECH INC.:0.00156 Korea Electric Power Corporation:0.00156 SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION:0.00156 Dynalloy Inc:0.00156 GM Global Technology Operations Inc.:0.00156 HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.:0.00156 Cummins PowerGen IP Inc.:0.00156 CUMMINS CAL PACIFIC LLC:0.00156 XJ Group Corporation:0.00156 State Grid Corporation of China:0.00156 BEIJING BOE DISPLAY TECHNOLOGY CO. LTD.:0.00156 Spansion LLC:0.00156 Volex PLC:0.00156 Applied Micro Circuits Corporation:0.00156 Advins Inc.:0.00156 Scientific Analysis Instruments Ltd.:0.00156 Funai Electric Advanced Applied Technology Research Institute Inc.:0.00156 Chichibu Fuji Co. Ltd.:0.00156 KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO:0.00156 Nuctech Company Limited:0.00156 Sôny Electronics Inc.:0.00156 Toshiba Industrial Products Manufacturing Corporation:0.00156 Phillips Screw Company:0.00156 Sila Nanotechnologies Inc.:0.00156 Olympus Imaging Corp.:0.00156 Olympus Medical Systems Corp.:0.00156 Schlumberger Technology Corporation :0.00156 Toshiba Global Commerce:0.00156 Solutions Holdings Corporation:0.00156 Asahi Kasei Microdevices Corporation:0.00156 Varian Medical Systems Inc.:0.00156 Sloan-Kettering Institute for Cancer Research:0.00156 TE Connectivity India Private Limited:0.00156 FIH (Hong Kong) Limited:0.00156 Sungkyunkwan University Foundation for Corporate Collaboration:0.00156 Dongguk University Industry-Academic Cooperation Foundation:0.00156 Korea University of Technology and Education Industry-University Cooperation Foundation:0.00156 Postech Academy-Industry Foundation Postech Univ. of Science and Technology:0.00156 Industry-University Cooperation Foundation Hanyang University:0.00156 INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY:0.00156 Cheil Industries Inc.:0.00156 Industry-Academic Cooperation Foundation:0.00156 INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY:0.00156 NANOHOLDINGS LLC:0.00156 University of Florida Research Foundation Inc.:0.00156 Suzhou Golden Crown New Energy Co. Ltd:0.00156 Golden Crown New Energy (HK) Limited:0.00156 Ulvac Inc.:0.00156 Societe Francaise de Detecteurs Infrarouges - SOFRADIR:0.00156 Universite Montpellier 2 Sciences et Techniques:0.00156 UNIVERSITE CLAUDE BERNARD LYON I:0.00156 Toshiba Medical Systems Corporation:0.00156 Grandis Inc.:0.00156 Hitachi Mito Engineering Co. Ltd.:0.00156 Chi Mei Communication Systems Inc.:0.00156 NEC Tokin Corporation:0.00156 Postech Foundation:0.00156 Seoul Opto Device Co. Ltd.:0.00156 TS Tech Co. Ltd.:0.00156 King Abdulaziz City Science and Technology:0.00156 Tyco Electronics Holdings (Bermuda) No. 7 Ltd.:0.00156 Xiangtan Electric Manufacturing Co. Ltd.:0.00156 Xiangtan Liyuan Electric Tooling Co. Ltd.:0.00156 UD Trucks Corporation:0.00156 Tokyo Institute of Technology:0.00156 University of Massachusetts:0.00156 Shinshu University:0.00156 Vanderbilt University:0.00156 Molecular Sensing Inc.:0.00156 Neomax Materials Co. Ltd.:0.00156 Hitachi Metals Ltd.:0.00156 SK Telecom Co. Ltd.:0.00156 Mersen USA Newburyport-MA LLC:0.00156 Cal-Comp Precision (Singapore) Limited:0.00156 CITIZEN HOLDINGS CO. LTD.:0.00156 Citizen Electronics Co. Ltd.:0.00156 Institut Ploytechnique de Grenoble:0.00156 Curators of the University of Missouri :0.00156 Integral Laser Solutions Inc.:0.00156 Silergy Semiconductor Technology (Hangzhou) LTD:0.00156 Silergy Technology:0.00156 KBC RESEARCH FOUNDATION PVT. LTD.:0.00156 SunEdison Semiconductor Limited (UEN201334164H):0.00156 GLOBAL FOUNDRIES INC.:0.00156 Sony Computer Entertainment Inc.:0.00156 Lextar Electronics Corp.:0.00156 Lextar Electronics Corporation:0.00156 H-Tech LLC:0.00156 SRI Hermatics Inc.:0.00156 American Power Conversion Corporation:0.00156 Hydrogenics Corporation:0.00156 Alpine Electronics Inc.:0.00156 Blueprint Acoustics Pty Ltd.:0.00156 JC Protek Co. Ltd.:0.00156 Andong National University Industry Academic Cooperation Foundation:0.00156 Shimadzu Corporation:0.00156 Shimadzu Research Laboratory (Shanghai) Co. Ltd.:0.00156 FCI Americas Technology Inc.:0.00156 FCI:0.00156 Askey Computer Corp.:0.00156 Askey Technology (Jiangsu) Ltd.:0.00156 SCK.-CEN:0.00156 Toppan Printing Co. Ltd.:0.00156 Advantest Corp.:0.00156 FSP-Powerland Technology Inc.:0.00156 FSP TECHNOLOGY INC.:0.00156 Elpidia Memory Inc.:0.00156 Beth Israel Deaconess Medical Center Inc.:0.00156 The Charles Stark Draper Laboratory Inc.:0.00156 The President and Fellows of Harvard College:0.00156 Raytheon Company:0.00156 Koninklijke Philips Electronics N.V.:0.00156 KONINKLIJKE PHILIPS N.V.:0.00156 Sanyo Technology Center (Shenzhen) Co. Ltd.:0.00156 Kirk Key Interlock Company LLC:0.00156 Utility Relay Company:0.00156 Eastfield Corporation:0.00156 Peak Power & Mfg. Inc.:0.00156 Fuji Jukogyo Kabushiki Kaisha:0.00156 Nippon Chemical Industrial Co. Ltd.:0.00156 X-FAB SEMICONDUCTOR FOUNDRIES AG:0.00156 MELEXIS TECHNOLOGIES NV:0.00156 Spicer Technology Inc.:0.00156 Bubble Technologies Industries Inc.:0.00156 American Audio Components Inc.:0.00156 MEDTRONIC INC.:0.00156 Jae Taiwan Ltd.:0.00156 J & S Electronics Inc.:0.00156 Princeton University Office of Technology and Trademark Licensing:0.00156 Tatung University:0.00156 Tatung Company:0.00156 Headway Technologies Inc.:0.00156 Board of Regents University of Texas System:0.00156 Texas Micro Inc.:0.00156 Konkuk University Industrial Cooperation Corp.:0.00156 Tel Solar AG:0.00156 Korea University Research and Business Foundation:0.00156 SK Hynic Inc.:0.00156 IHI AEROSPACE CO. LTD.:0.00156 SINFONIA TECHNOLOGY CO. LTD.:0.00156 Dainippon Screen Mfg. Co. Ltd.:0.00156 Hamamatsu Photonics K.K.:0.00156 Keihin Corporation:0.00156 Samsung SDI Co. Ltd.:0.00156 STMicroelectronics (Research & Development) Limited:0.00156 Telaris Inc.:0.00156 Suzuki Motor Corporation :0.00156 Lithium Energy Japan:0.00156 Adesto Technologies France SARL:0.00156 Altis Semiconductor:0.00156 Fujitsu Component Limited:0.00156 Fujitsu Semiconductor Limited:0.00156 Power Digital Delight Co. Ltd.:0.00156 Easthill Industrial Co. Ltd.:0.00156 Conti Temic microelectronic GmbH:0.00156 Sumitomo Electric Toyama Co. Ltd.:0.00156 Sumitomo Electric Device Innovations Inc.:0.00156 National University Corporation Toyohashi University of Technology:0.00156 Sumitomo Electric Sintered Alloy Ltd.:0.00156 NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY:0.00156 LAAS-CNRE:0.00156 Atmel Rousset S.A.S.:0.00156 FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD.:0.00156 Katholieke Universiteit Leuven K.U. Leuven R&D:0.00156 Kowa Company Ltd.:0.00156 Techsign Light Panel Co. Ltd.:0.00156 ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES:0.00156 ECOLE POLYTECHNIQUE:0.00156 Maytag Corporation:0.00156 Satori S-Tech Co. Ltd.:0.00156 Priestman Goode:0.00156 Cambridge Design Partnership LLP:0.00156 Massachusetts General Hospital:0.00156 Mitsubishi Electric Corporation:0.00156 Pioneer Corporation:0.00156 Applied Materials Inc.:0.00156 Hitachi Tohbu Semiconductor Ltd.:0.00156 ITT Corporation:0.00156 Hitachi Device Engineering Co. Ltd.:0.00156 Hitachi ULSI Systems Co. Ltd.:0.00156 Hitachi Yonezawa Electronics Co. Ltd.:0.00156 IMEC VZW:0.00156 TDK Korea Corporation:0.00156 BYD Company Limited:0.00156 SHENZHEN BYD AUTO R&D COMPANY LIMITED:0.00156 Sony Mobile Communications Inc.:0.00156 SONY PICTURES TECHNOLOGIES INC.:0.00156 LG Hausys Ltd.:0.00156 Korea Institute of Science & Technology:0.00156 HYUNDAI MOBIS CO. LTD.:0.00156 SL Lighting Corporation:0.00156 Il Heung Co. Ltd.:0.00156 Hayterzlab:0.00156 Heiwa:0.00156 Champion Elite Company Limited:0.00156 Midas Wei Trading Co. Ltd.:0.00156 Korea Research Institute of Standards and Science:0.00156 Micro Motion Technology Co. Ltd.:0.00156 S.T. Corporation:0.00156 Montana State University:0.00156 Nihon Colmo Co. Ltd.:0.00156 Plextronics Inc.:0.00156 Nano-C Inc.:0.00156 The Furukawa Electric Company Ltd.:0.00156 SEMICONDUCTOR COMPONENTS INDUSTRIES LLC:0.00156 Futaba Corporation:0.00156 OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA):0.00156 COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES:0.00156 Nitto Kogaku KK:0.00156 Koike Yashuhiro:0.00156 Tyco Electronics AMP Espana SA:0.00156 CHAMP TECH OPTICAL (FOSHAN) CORPORATION:0.00156 Hitachi Industrial Equipment System Co.:0.00156 Nippon Steel & Sumikin Stainless Steel Corporation:0.00156 NASA an agency of the United States:0.00156 NASA:0.00156 Board of Regents of the University of Oklahoma:0.00156 Phononic Devices Inc.:0.00156 Daimler-Benz AG:0.00156 Ford Motor Company:0.00156 IMRA America Inc.:0.00156 The Regents of the University of Colorado a body corporate:0.00156 EchoStar Technologies L.L.C.:0.00156 DISH Network L.L.C.:0.00156 KWANSEI GAKUIN EDUCATIONAL FOUNDATION:0.00156 TOYO TANSO CO. LTD.:0.00156 Deutsches Krebsforschungszentrum:0.00156 Saga Sanyo Industries Co. Ltd.:0.00156 Mitsubishi Metal Corporation:0.00156 Furukawa Co. Ltd.:0.00156 Tohoku Techno Arch Co. Ltd.:0.00156 Fu Tai Industry (Shenzhen) Co. Ltd.:0.00156 Ecole Polytechnique Federale de Lausanne (EPFL):0.00156 Baxter International Inc.:0.00156 Baxter Healthcare S.A.:0.00156 Nujira Limited:0.00156 Skyworks Solutions Inc.:0.00156 Nantong Ya Tai Candle Arts & Crafts Co. Ltd.:0.00156 Shanghai Q Mall & Co. Ltd.:0.00156 TECHNOVA INC.:0.00156 Toshiba Lightning & Technology Corporation:0.00156 Giant Electric Vehicle Kunshan Co. Ltd.:0.00156 National Yunlin University of Science and Technology:0.00156 Tadahiro Ohmi:0.00156 TOSHIBA TEC KABUSHIKI KAISHA:0.00156 TOSHIBA MATERIALS CO. LTD.:0.00156 Toshiba Electron Tubes & Devices Co. Ltd.:0.00156 Toshiba Lighting & Technology Corporation:0.00156 Battelle Memorial Institute:0.00156 Semiconductor Technology Academic Research Center:0.00156 Foundation for Advancement of International Science:0.00156 CSP-Innovazione Nelle ICT Scarl:0.00156 S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A.:0.00156 Legrand France:0.00156 Legrand SNC:0.00156 Dolby Laboratories Licensing Corporation:0.00156 Dolby International AB:0.00156 National Taipei University of Technology:0.00156 Phansco Corp.:0.00156 Hitachi High-Technologies Corporation:0.00156 Shin-Kobe Electric Machinery Co. Ltd.:0.00156 AT&T MOBILITY II LLC:0.00156 AT&T INTELLECTUAL PROPERTY I L.P.:0.00156 Oxford Instruments Ltd.:0.00156 Oxford Instruments AFM Inc:0.00156 Fundació Institut de Ciències Fotòniques:0.00156 Consejo Superior de Investigaciones Cientificas:0.00156 X-Body Inc.:0.00156 The Board of Trustees of the University of Illinois:0.00156 Global Unichip Corp.:0.00156 KINPO ELECTRONICS INC.:0.00156 NEC Engineering Ltd.:0.00156 Toshiba America Electronic Components Inc.:0.00156 Toyoda Gosei Co. Ltd.:0.00156 Sumita Optical Glass Inc.:0.00156 ATI Technologies Inc.:0.00156 ISORG:0.00156 Centre Nationale de la Recherche Scientifique (CNRS):0.00156 Colonial Plastics Inc.:0.00156 Dow Global Technologies Inc.:0.00156 Los Alamos National Security LLC:0.00156 Sharp Corporation:0.00156 NCKU Research & Development Foundation:0.00156 Himax Technologies Limited:0.00156 Hong Fu Precision Industry (ShenZhen) Co. Ltd.:0.00156 Fu Tai Hua Industry (Shenzhen) Co. Ltd.:0.00156 SEMICONDUCTOR ENERGY LABORATORY CO. LTD.:0.00156 Shinko Electric Industries Co. Ltd.:0.00156 Taiyo Yuden Co. Ltd.:0.00156 Tris Inc.:0.00156 The George Washington University:0.00156 The United States of America as represented by the Secretary of the Navy:0.00156 Korean Broadcasting System:0.00156 Dongwon Systems Corporation:0.00156 Soongsil University Foundation of University-Industry Cooperation:0.00156 Airbus Operations SAS:0.00156 02Micro:0.00156 Ricoh Company Ltd.:0.00156 Sijtechnology Inc.:0.00156 Moxtek Inc.:0.00156 Brigham Young University:0.00156 Kansai University:0.00156 MITSUBISHI HEAVY INDUSTRIES LTD.:0.00156 Finewell Co. Ltd.:0.00156 Shenzhen Jiawei Photovoltaic Lighting Co. Ltd.:0.00156 Light-Core Limited:0.00156 Q1 Nanosystems Inc:0.00156 Corning Incorporated:0.00156 S.O.I. Tec Silicon On Insulator Technologies:0.00156 CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.:0.00156 SIEMENS ENERGY INC.:0.00156 Arkansas Power Electronics International Inc.:0.00156 The Chinese University of Hong Kong:0.00156 CITY UNIVERSITY OF HONG KONG:0.00156 STMicroeletronics Inc.:0.00156 Inventec Appliances (Shanghai) Co. Ltd.:0.00156 Leibniz-Institut fur Polymerforschung Dresden e.V.:0.00156 Samsung Techwin Co. Ltd.:0.00156 Sumitomo Rubber Industries Ltd. :0.00156 Tyco Electronics Singapore PTE Ltd.:0.00156 Cornell University:0.00156 Kobelco Construction Machinery Co. Ltd.:0.00156 Regents of the University of Minnesota:0.00156 Life Services LLC:0.00156 FIAT POWERTRAIN TECHNOLOGIES S.P.A.:0.00156 FPT INDUSTRIAL S.P.A.:0.00156 INNOLUX CORPORATION:0.00156 Murata Machinery Ltd.:0.00156 The Doshisha:0.00156 JNC Petrochemical Corporation:0.00156 JNC Corporation:0.00156 SK hynix Inc.:0.00156 BAY ZU PRECISION CO. LTD.:0.00156 People & Give Co. Ltd.:0.00156 Global and Creative Partnership:0.00156 Universal Scientific Industrial Co. Ltd.:0.00156 Universal Global Scientific Industrial Co. Ltd.:0.00156 Qiuye Sun:0.00156 Gaslow International Limited:0.00156 Dong Guan Apsun Lighting Technology Co. Ltd:0.00156 LG INNOTEK CO. LTD.:0.00156 LG Electronics Inc.:0.00156 MACRONIX INTERNATIONAL CO. LTD.:0.00156 National Applied Research Laboratories:0.00156 MFC Sealing Technology Co. Ltd.:0.00156 Industrial Technology Research Institute:0.00156 Hon Hai Precsion Industry Co. Ltd.:0.00156 Yutaka Giken Co. Ltd.:0.00156 AAC Technologies Holdings Inc.:0.00156 Afton Chemical Corporation:0.00156 Molex Japan Co. Ltd.:0.00156 Advantest Corporation:0.00156 Matheson Tri-Gas:0.00156 VisEra Technologies Company Limited:0.00156 OmniVision Technologies Inc.:0.00156 Dow Corning Corporation:0.00156 Dow Corning Toray Co. Ltd.:0.00156 Tocalo Co. Ltd.:0.00156 Nippon Telegraph and Telephone Corporation:0.00156 NTT Electronics Corporation:0.00156 VORBECK MATERIALS CORPORATION:0.00156 University of Macau:0.00156 Gigaphoton Inc.:0.00156 Komatsu Ltd.:0.00156 Savannah River Nuclear Solutions LLC:0.00156 Fisk University:0.00156 Inventec Appliances (Pudong) Corporation:0.00156 Fujikin Incorporated:0.00156 Rockwell Automation Technologies Inc.:0.00156 Rockwell Automation Safely AG:0.00156 Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction:0.00156 Techno Sugaya Co. Ltd.:0.00156 UNIVERSITE DE LIEGE:0.00156 Cockerill Maintenance & Ingénierie S.A.:0.00156 The University of Maryland:0.00156 Calabatas Creek Research Inc.:0.00156 University of Utah Research Foundation:0.00156 NEC Energy Devices Ltd.:0.00156 United Microelectronic Corp.:0.00156 Lam Research Corporation:0.00156 Jang Soon Park:0.00156 Baiksan OPC Co. Ltd.:0.00156 Yoshitaka Sugawara:0.00156 Seiko NPC Corporation:0.00156 Casio Computer Co. Ltd.:0.00156 CASIO ELECTRONICS MANUFACTURING CO. LTD.:0.00156 Regal Beloit America Inc.:0.00156 Regal Beloit Australia Pty Ltd:0.00156 Samsund SDI Co. Ltd.:0.00156 National University of Singapore:0.00156 Matsugaki Chemical Industries Co. Ltd.:0.00156 Silitek Electronic (Guangzhou) Co. Ltd.:0.00156 LITE-ON ELECTRONICS (GUANGZHOU) LIMITED:0.00156 Duke University:0.00156 E-NETPIC.COM Inc.:0.00156 Epic Communications Inc.:0.00156 STMicoelectronics (Grenoble 2) SAS:0.00156 Battlefield Telecommunications Systems LLC:0.00156 Purdue Research Foundation:0.00156 North American Lighting Inc.:0.00156 Toyota Motor Engineering & Manufacturing North America Inc.:0.00156 University of Central Florida Research Foundation Inc.:0.00156 sdPhotonics LLC:0.00156 STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.:0.00156 STMicroelectronics International N.V.:0.00156 Airbus Operations GmbH:0.00156 GOODRICH LIGHTING SYSTEMS GMBH:0.00156 Ecole Polytechnique Fédérale de Lausanne:0.00156 Hilti Aktiengesellschaft:0.00156 ESW GmbH:0.00156 Bruker HTS GmbH:0.00156 Oswald Elektromotoren GmbH:0.00156 Chung-Hsin Electric & Machinery Mfg. Corp.:0.00156 Wuhan Haixinneng Electric Limited Company:0.00156 Teledyne Scientific & Imaging LLC:0.00156 Tyco Electronics Amp Korea Ltd.:0.00156 Albert-Ludwigs Universitat Freiburg:0.00156 Micronas GmbH:0.00156 Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.):0.00156 Guardian Industries Corp.:0.00156 Tyco Electronics Belgium EC BVBA:0.00156 TE Connectivity Nederland B.V.:0.00156 KONICA MINOLTA INC.:0.00156 U-Shin Ltd.:0.00156 Mazda Motor Corporation:0.00156 DENSO International America Inc.:0.00156 West Corporation:0.00156 Dongguan Masstop Liquid Crystal Display Co. Ltd.:0.00156 Torchlight Technology Co. Ltd.:0.00156 Tyco Electronics Svenska Holdings AB:0.00156 Advics Co. Ltd.:0.00156 Synopsys Inc.:0.00156 Synopsys Taiwan Co. Ltd.:0.00156 CDT OXFORD LIMITED:0.00156 CAMBRIDGE DISPLAY TECHNOLOGY LIMITED:0.00156 Beijing Asahi Glass Electronics Co. Ltd.:0.00156 Suzhou Boe Chatani Electronics Co. Ltd.:0.00156 Mitsubishi Jidosha Kogyo Kabushiki Kaisha:0.00156 Mitsubishi Jidosha Engineering Kabushiki Kaisha:0.00156 Toyota Boshoku Kabushiki Kaisha:0.00156 Toyota Shatai Kabushiki Kaisha:0.00156 Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V.:0.00156 Shin-Etsu Handotai Co. Ltd.:0.00156 Stanley Electric Co. Ltd.:0.00156 Chimei Innolux Corporation:0.00156 Peking University Founder Group Co. Ltd.:0.00156 Founder Microelectronics International Co. Ltd.:0.00156 Texas Instruments Deutschland GmbH:0.00156 Texas Instruments Incorporated:0.00156 INVENTEC (PUDONG) TECHNOLOGY CORPORATION:0.00156 Richtek Technology Corporation:0.00156 Infineon Technologies AG:0.00156 American Air Liquide Inc.:0.00156 L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause:0.00156 Stichting National Lucht-En Ruimtevaart Laboratorium:0.00156 Yamato Electronic Co. Ltd.:0.00156 Nippon Soken Inc.:0.00156 Fu An Industrial Co. Ltd.:0.00156 Get Auto Accessories Co. Ltd.:0.00156 UNIVERSITY OF NEBRASKA BOARD OF REGENTS:0.00156 J.A. Woollam Co. Inc.:0.00156 Topmore Technology Inc.:0.00156 Aptos Technology Inc.:0.00156 Hitachi Displays Ltd.:0.00156 JAPAN DISPLAY INC.:0.00156 Henkel Corporation:0.00156
print("eigenvector centrality: ")
for k, v in sorted(nx.eigenvector_centrality(G).items(), key=lambda x: -x[1]):
print(str(k)+":"+"{:.3}".format(v)+" ", end="")
print("\n")
eigenvector centrality: International Business Machines Corporation:0.458 Samsung Electronics Co. Ltd.:0.432 STMICROELECTRONICS S.R.L.:0.339 COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES:0.24 FREESCALE SEMICONDUCTOR INC.:0.21 GLOBALFOUNDRIES Inc.:0.206 STMICROELECTRONICS (CROLLES 2) SAS:0.169 Kabushiki Kaisha Toshiba:0.161 Centre National de la Recherche Scientifique (CNRS):0.129 Samsung Display Co. Ltd.:0.116 IMEC:0.101 Industry-Academic Cooperation Foundation Yonsei University:0.0942 SNU R&DB FOUNDATION:0.0918 Korea Advanced Institue of Science & Technology:0.0897 STMicroelectronics Limited:0.0874 Taiwan Semiconductor Manufacturing Company Ltd.:0.087 Sumitomo Bakelite Co. Ltd.:0.0867 Dacom Corporation:0.0867 Renesas Electronics Corporation:0.0835 The Regents of the University of California:0.0819 Seoul National University Industry Foundation:0.0782 Advanced Micro Devices Inc.:0.0768 King Abdulaziz City for Science and Technology:0.0749 GLOBAL FOUNDRIES INC.:0.0729 Applied Materials Inc.:0.0729 Toshiba America Electronic Components Inc.:0.0729 Cornell University:0.0729 BAY ZU PRECISION CO. LTD.:0.0729 MACRONIX INTERNATIONAL CO. LTD.:0.0729 Matheson Tri-Gas:0.0729 Infineon Technologies AG:0.0729 Georgia Tech Research Corp.:0.0724 Osaka University:0.0724 University of Seoul Industry Cooperation Foundation:0.0687 GENITECH INC.:0.0687 Korea Electric Power Corporation:0.0687 Sungkyunkwan University Foundation for Corporate Collaboration:0.0687 Dongguk University Industry-Academic Cooperation Foundation:0.0687 Korea University of Technology and Education Industry-University Cooperation Foundation:0.0687 Postech Academy-Industry Foundation Postech Univ. of Science and Technology:0.0687 Industry-University Cooperation Foundation Hanyang University:0.0687 INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY:0.0687 Cheil Industries Inc.:0.0687 Industry-Academic Cooperation Foundation:0.0687 INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY:0.0687 Intermolecular Inc.:0.0678 STMICROELECTRONICS ASIA PACIFIC PTE. LTD.:0.0554 STMicroelectronics (Grenoble 2) SAS:0.0553 STMicroelectronics (Mala) Ltd:0.0539 STMicoelectronics (Grenoble 2) SAS:0.0539 STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.:0.0539 STMicroelectronics International N.V.:0.0539 Universite Joseph Fourier:0.0455 CNRS-Centre National de la Recherche Scientifique:0.0455 Institut Ploytechnique de Grenoble:0.0383 ISORG:0.0383 Centre Nationale de la Recherche Scientifique (CNRS):0.0383 SanDisk 3D LLC:0.0364 Conti Temic microelectronic GmbH:0.0334 Tokyo Electric Power Company Incorporated:0.0305 Ishikawajima-Harima Heavy Industries Co. Ltd.:0.0305 The Board of Trustees of the Leland Stanford Junior University:0.0302 STMicroeletronics Inc.:0.027 Sony Côrporation:0.0259 Toshiba Industrial Products Manufacturing Corporation:0.0257 Toshiba Medical Systems Corporation:0.0257 Toshiba Lightning & Technology Corporation:0.0257 TOSHIBA TEC KABUSHIKI KAISHA:0.0257 TOSHIBA MATERIALS CO. LTD.:0.0257 Toshiba Electron Tubes & Devices Co. Ltd.:0.0257 Toshiba Lighting & Technology Corporation:0.0257 France/Ecole Normale Seperieure de Cachan:0.0244 France and Universitat de les Illes Balears:0.0244 Hyundai Motor Company:0.0236 Panasonic Corporation:0.0224 Kia Motors Corporation:0.021 ASML Netherlands B.V.:0.0208 Societe Francaise de Detecteurs Infrarouges - SOFRADIR:0.0205 Universite Montpellier 2 Sciences et Techniques:0.0205 UNIVERSITE CLAUDE BERNARD LYON I:0.0205 Kobe Steel Limited:0.0189 Kyungpook National University Industry Academic Cooperation Foundation:0.0173 KATHOLIEKE UNIVERSITEIT LEUVEN:0.0166 Universiteit Gent:0.0166 Electronics and Telecommunications Research Institute:0.0163 Katholieke Universiteit Leuven K.U. Leuven R&D:0.0161 Hynix Semiconductor Inc.:0.015 SK Telecom Co. Ltd.:0.0146 Global Unichip Corp.:0.0139 Japan Science and Technology Agency:0.0134 Hitachi Tohbu Semiconductor Ltd.:0.0133 ITT Corporation:0.0133 Hitachi Device Engineering Co. Ltd.:0.0133 Hitachi ULSI Systems Co. Ltd.:0.0133 Hitachi Yonezawa Electronics Co. Ltd.:0.0133 University of Massachusetts:0.013 Q1 Nanosystems Inc:0.013 Teledyne Scientific & Imaging LLC:0.013 KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS:0.0126 Samsung Techwin Co. Ltd.:0.0125 Spansion LLC:0.0122 ATI Technologies Inc.:0.0122 Phillips Screw Company:0.0115 Sila Nanotechnologies Inc.:0.0115 Dainippon Screen Mfg. Co. Ltd.:0.0115 Hamamatsu Photonics K.K.:0.0115 Elpida Memory Inc.:0.0111 Elpidia Memory Inc.:0.0108 Toyota Jidosha Kabushiki Kaisha:0.00986 Sumitomo Electric Industries Ltd.:0.00911 Nanyang Technological University:0.00905 STMicroelectronics (Research & Development) Limited:0.00881 Honda Motor Co. Ltd.:0.00754 Hyundai Motor Japan R&D Center:0.0071 Myunghwa Ind. Co. Ltd.:0.0071 Rohm Co. Ltd.:0.00627 Tohoku University:0.00539 Kyoto University:0.00511 The Hong Kong University of Science and Technology:0.00493 Lintec Corporation:0.00424 Kyushu University National University Corporation:0.00424 Sôny Electronics Inc.:0.00412 Sony Computer Entertainment Inc.:0.00412 Tel Solar AG:0.00412 Sony Mobile Communications Inc.:0.00412 SONY PICTURES TECHNOLOGIES INC.:0.00412 Panasonic Liquid Crystal Display Co. Ltd.:0.00376 LG Hausys Ltd.:0.00375 Korea Institute of Science & Technology:0.00375 HYUNDAI MOBIS CO. LTD.:0.00375 SL Lighting Corporation:0.00375 Il Heung Co. Ltd.:0.00375 Cambridge Enterprise Limited:0.00366 WASEDA UNIVERSITY:0.00366 Autonetworks Technologies Ltd.:0.00361 Sumitomo Wiring Systems Ltd.:0.00361 National University Corporation Nagoya University:0.00359 Nihon Colmo Co. Ltd.:0.00357 Fuji Electric Co. Ltd.:0.00348 Stichting National Lucht-En Ruimtevaart Laboratorium:0.00331 Sharp Kabushiki Kaisha:0.0033 AISIN SEIKI KABUSHIKI KAISHA:0.00311 Denso Corporation:0.00309 Kobelco Construction Machinery Co. Ltd.:0.003 SCK.-CEN:0.00264 IMEC VZW:0.00264 SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION:0.0026 Konkuk University Industrial Cooperation Corp.:0.0026 Korean Broadcasting System:0.0026 Dongwon Systems Corporation:0.0026 Soongsil University Foundation of University-Industry Cooperation:0.0026 National Institute of Advanced Industrial Science and Technology:0.00252 Sumitomo Metal Mining Co. Ltd.:0.0025 Grandis Inc.:0.00239 Massachusetts Institute of Technology:0.00223 Aisin AW Co. Ltd.:0.00207 King Abdulaziz City Science and Technology:0.002 Hino Motors Ltd.:0.00193 Koito Manufacturing Co. Ltd.:0.00188 Tokyo Electron Limited:0.00181 Kabushiki Kaisha Toyota Jidoshokki:0.0017 KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO:0.00158 Shinshu University:0.00158 GLOBALFOUNDRIES Singapore Pte. Ltd.:0.00148 Sumitomo Electric Toyama Co. Ltd.:0.00145 Sumitomo Electric Device Innovations Inc.:0.00145 National University Corporation Toyohashi University of Technology:0.00145 Sumitomo Electric Sintered Alloy Ltd.:0.00145 NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY:0.00145 TDK Corporation:0.00122 SAE Magnetics (H.K.) Ltd.:0.00122 TS Tech Co. Ltd.:0.0012 Tokyo Institute of Technology:0.0012 Keihin Corporation:0.0012 Sumitomo Rubber Industries Ltd. :0.0012 Yutaka Giken Co. Ltd.:0.0012 Stanley Electric Co. Ltd.:0.0012 Sanken Electric Co. Ltd.:0.00114 Nissan Motor Co. Ltd.:0.00114 Murata Manufacturing Co. Ltd.:0.00113 Tadahiro Ohmi:0.000998 Kansai University:0.000998 MITSUBISHI HEAVY INDUSTRIES LTD.:0.000998 Finewell Co. Ltd.:0.000998 SK hynix Inc.:0.000858 Fujikin Incorporated:0.000858 University of Macau:0.000786 Showa Denko K.K.:0.000756 Kyocera Corporation:0.000682 Oncotech Inc.:0.000666 Seiko Epson Corporation:0.000641 The University of Tokyo:0.000631 OLYMPUS CORPORATION:0.000628 The Furukawa Electric Co. Ltd.:0.000607 Plastic Logic Limited:0.000599 Hitachi Displays Ltd.:0.000599 JAPAN DISPLAY INC.:0.000599 FURUKAWA MAGNET WIRE CO. LTD.:0.000593 UD Trucks Corporation:0.000583 TECHNOVA INC.:0.000575 Semiconductor Technology Academic Research Center:0.000575 Foundation for Advancement of International Science:0.000575 Fuji Electric FA Components & Systems Co. Ltd.:0.000572 Funai Electric Advanced Applied Technology Research Institute Inc.:0.000557 Yoshitaka Sugawara:0.000557 SEMICONDUCTOR ENERGY LABORATORY CO. LTD.:0.000527 Central Research Institute of Electric Power Industry:0.000522 Asmo Co. Ltd.:0.000508 Sumitomo Chemical Company Limited:0.000502 NEC Tokin Corporation:0.000495 Tris Inc.:0.000495 DENSO International America Inc.:0.000495 Advics Co. Ltd.:0.000495 Nippon Soken Inc.:0.000495 Beth Israel Deaconess Medical Center Inc.:0.000355 The Charles Stark Draper Laboratory Inc.:0.000355 The President and Fellows of Harvard College:0.000355 Raytheon Company:0.000355 Henkel Corporation:0.000308 Tocalo Co. Ltd.:0.000288 National University of Singapore:0.000235 Tanaka Kikinzoku Kogyo K.K.:0.000203 TDK Korea Corporation:0.000195 Headway Technologies Inc.:0.000195 Asahi Kasei Microdevices Corporation:0.000181 KONICA MINOLTA INC.:0.000181 MEDTRONIC INC.:0.000109 Universal Display Corporation:0.000105 Seiko NPC Corporation:0.000103 Olympus Imaging Corp.:0.000101 Olympus Medical Systems Corp.:0.000101 Schlumberger Technology Corporation :0.000101 FURUKAWA AUTOMOTIVE SYSTEMS INC.:0.0001 Leibniz-Institut fur Polymerforschung Dresden e.V.:9.54e-05 Chichibu Fuji Co. Ltd.:9.17e-05 Yamato Electronic Co. Ltd.:8.17e-05 Princeton University Office of Technology and Trademark Licensing:1.69e-05 The Furukawa Electric Company Ltd.:1.61e-05 Kokichi Terajima:1.68e-12 Xinhongzhou Precision Technology Co. Ltd:1.68e-12 Micro Win Tech Inc.:1.68e-12 LARGAN PRECISION CO. LTD.:1.68e-12 University of Tennessee Research Foundation:3.89e-14 YALE UNIVERSITY:2.88e-14 UT-Battelle LLC:2.58e-14 The Regents of the University of Colorado:2.39e-14 National Institute of Standards and Technology:2.39e-14 University of Utah Research Foundation:1.09e-14 Tyco Electronics Corporation:3.06e-15 Siémens Aktiengesellschaft:2.02e-15 Tyco Electronics Japan G.K.:1.96e-15 Tyco Electronics Raychem GmbH:1.54e-15 Siemens Industry Inc.:1.46e-15 Caterpillar Global Mining LLC:1.46e-15 Hon Hai Precision Industry Co. Ltd.:1.38e-15 TE Connectivity India Private Limited:1.28e-15 Tyco Electronics Holdings (Bermuda) No. 7 Ltd.:1.28e-15 Tyco Electronics Amp Korea Ltd.:1.28e-15 Siemens Medical Solutions USA Inc.:1.03e-15 Massachusetts General Hospital:8.47e-16 Tyco Electronics Singapore PTE Ltd.:8.17e-16 Tyco Electronics Svenska Holdings AB:8.17e-16 Tsinghua University:7.25e-16 Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.:7.25e-16 Tyco Electronics AMP Espana SA:6.45e-16 Fu Tai Industry (Shenzhen) Co. Ltd.:5.92e-16 Hong Fu Precision Industry (ShenZhen) Co. Ltd.:5.92e-16 Fu Tai Hua Industry (Shenzhen) Co. Ltd.:5.92e-16 Duke University:4.32e-16 BOE TECHNOLOGY GROUP CO. LTD.:3.7e-16 Nuctech Company Limited:3.11e-16 Hon Hai Precsion Industry Co. Ltd.:3.11e-16 HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.:1.66e-16 BEIJING BOE DISPLAY TECHNOLOGY CO. LTD.:1.66e-16 CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.:1.66e-16 Beijing Asahi Glass Electronics Co. Ltd.:1.66e-16 Suzhou Boe Chatani Electronics Co. Ltd.:1.66e-16 Canon Kabushiki Kaisha:1.14e-16 Nihon Ceratec Co. Ltd.:9.76e-17 Taiheiyo Cement Corporation:9.76e-17 CANON PRECISION INC.:5.26e-17 Sanyo Electric Co. Ltd.:1.43e-17 University of California :9.5e-18 GSI:9.5e-18 Lawrence Livermore National Security LLC.:9.5e-18 Volkswagon AG:9.5e-18 iHi CHARGING SYSTEMS INTERNATIONAL GMBH:9.5e-18 Mahle International GmbH:9.5e-18 Ledlink Optics (Dong Guan) Co. Ltd.:9.5e-18 Yang Zhou LedLink Optics Co. Ltd.:9.5e-18 LedLink Optics Inc.:9.5e-18 Ulvac Inc.:7.13e-18 Sanyo Technology Center (Shenzhen) Co. Ltd.:7.13e-18 Saga Sanyo Industries Co. Ltd.:7.13e-18 Mitsubishi Metal Corporation:7.13e-18 Hitachi Ltd.:2.55e-19 National Chiao Tung University:2.55e-19 Hitachi Mito Engineering Co. Ltd.:1.47e-19 Hitachi High-Technologies Corporation:1.47e-19 Shin-Kobe Electric Machinery Co. Ltd.:1.47e-19 Industrial Technology Research Institute:1.47e-19 Torchlight Technology Co. Ltd.:1.47e-19 Richtek Technology Corporation:1.47e-19 Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.:3.65e-20 Carl Zeiss Microscopy GmbH:3.65e-20 NEC Access Technica Ltd.:3.65e-20 NEC Corporation:3.65e-20 Deutsches Krebsforschungszentrum:2.25e-20 NEC Engineering Ltd.:2.25e-20 NEC Energy Devices Ltd.:2.25e-20 Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V.:2.25e-20 Intel Corporation:1.25e-21 Shenzhen Futaihong Precision Industry Co. Ltd.:1.25e-21 Northeastern University:1.25e-21 Cal-Comp Electronics & Communications Company Limited:1.25e-21 Philips Lumileds Lighting Company LLC:1.25e-21 AAC Acoustic Technologies (Shenzhen) Co. Ltd.:1.25e-21 Japan Aviation Electronics Industry Ltd.:1.25e-21 Robert Bosch GmbH:1.25e-21 California Institute of Technology:1.25e-21 Adesto Technologies Corporation:1.25e-21 Fujitsu Limited:1.25e-21 Foxconn Technology Co. Ltd.:1.25e-21 Tohoku Pioneer Corporation:1.25e-21 NthDegree Technologies Worldwide Inc.:1.25e-21 Bruker BioSpin GmbH:1.25e-21 The Trustees of Princeton University:1.25e-21 Ford Global Technologies LLC:1.25e-21 Inventec Appliances Corp.:1.25e-21 Innocom Technology (Shenzhen) Co. Ltd.:1.25e-21 Shin-Etsu Chemical Co. Ltd.:1.25e-21 Lite-On Technology Corp.:1.25e-21 Chandler Systems Inc.:8.84e-22 FIH (Hong Kong) Limited:8.84e-22 Chi Mei Communication Systems Inc.:8.84e-22 Mersen USA Newburyport-MA LLC:8.84e-22 Cal-Comp Precision (Singapore) Limited:8.84e-22 Koninklijke Philips Electronics N.V.:8.84e-22 KONINKLIJKE PHILIPS N.V.:8.84e-22 American Audio Components Inc.:8.84e-22 Jae Taiwan Ltd.:8.84e-22 J & S Electronics Inc.:8.84e-22 Samsung SDI Co. Ltd.:8.84e-22 Telaris Inc.:8.84e-22 Adesto Technologies France SARL:8.84e-22 Altis Semiconductor:8.84e-22 Fujitsu Component Limited:8.84e-22 Fujitsu Semiconductor Limited:8.84e-22 FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD.:8.84e-22 Mitsubishi Electric Corporation:8.84e-22 Pioneer Corporation:8.84e-22 CHAMP TECH OPTICAL (FOSHAN) CORPORATION:8.84e-22 NASA an agency of the United States:8.84e-22 NASA:8.84e-22 Ecole Polytechnique Federale de Lausanne (EPFL):8.84e-22 Battelle Memorial Institute:8.84e-22 KINPO ELECTRONICS INC.:8.84e-22 Colonial Plastics Inc.:8.84e-22 Dow Global Technologies Inc.:8.84e-22 Inventec Appliances (Shanghai) Co. Ltd.:8.84e-22 INNOLUX CORPORATION:8.84e-22 Qiuye Sun:8.84e-22 AAC Technologies Holdings Inc.:8.84e-22 Afton Chemical Corporation:8.84e-22 VORBECK MATERIALS CORPORATION:8.84e-22 Inventec Appliances (Pudong) Corporation:8.84e-22 Samsund SDI Co. Ltd.:8.84e-22 Matsugaki Chemical Industries Co. Ltd.:8.84e-22 Silitek Electronic (Guangzhou) Co. Ltd.:8.84e-22 LITE-ON ELECTRONICS (GUANGZHOU) LIMITED:8.84e-22 Ecole Polytechnique Fédérale de Lausanne:8.84e-22 Shin-Etsu Handotai Co. Ltd.:8.84e-22 Chimei Innolux Corporation:8.84e-22 INVENTEC (PUDONG) TECHNOLOGY CORPORATION:8.84e-22 Shinto Holdings Co. Ltd.:3.82e-25 Nikkindenji Kogyo Co. Ltd.:3.82e-25 HITACHI KOKUSAI ELECTRIC INC.:3.82e-25 L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude:3.82e-25 ACER INCORPORATED:3.82e-25 LIANHONG TECHNOLOGY CO. LTD:3.82e-25 MATERIALS ANALYSIS TECHNOLOGY INC.:3.82e-25 National Health Research Institutes:3.82e-25 Dynalloy Inc:3.82e-25 GM Global Technology Operations Inc.:3.82e-25 Cummins PowerGen IP Inc.:3.82e-25 CUMMINS CAL PACIFIC LLC:3.82e-25 XJ Group Corporation:3.82e-25 State Grid Corporation of China:3.82e-25 Volex PLC:3.82e-25 Applied Micro Circuits Corporation:3.82e-25 Advins Inc.:3.82e-25 Scientific Analysis Instruments Ltd.:3.82e-25 Toshiba Global Commerce:3.82e-25 Solutions Holdings Corporation:3.82e-25 Varian Medical Systems Inc.:3.82e-25 Sloan-Kettering Institute for Cancer Research:3.82e-25 NANOHOLDINGS LLC:3.82e-25 University of Florida Research Foundation Inc.:3.82e-25 Suzhou Golden Crown New Energy Co. Ltd:3.82e-25 Golden Crown New Energy (HK) Limited:3.82e-25 Postech Foundation:3.82e-25 Seoul Opto Device Co. Ltd.:3.82e-25 Xiangtan Electric Manufacturing Co. Ltd.:3.82e-25 Xiangtan Liyuan Electric Tooling Co. Ltd.:3.82e-25 Vanderbilt University:3.82e-25 Molecular Sensing Inc.:3.82e-25 Neomax Materials Co. Ltd.:3.82e-25 Hitachi Metals Ltd.:3.82e-25 CITIZEN HOLDINGS CO. LTD.:3.82e-25 Citizen Electronics Co. Ltd.:3.82e-25 Curators of the University of Missouri :3.82e-25 Integral Laser Solutions Inc.:3.82e-25 Silergy Semiconductor Technology (Hangzhou) LTD:3.82e-25 Silergy Technology:3.82e-25 KBC RESEARCH FOUNDATION PVT. LTD.:3.82e-25 SunEdison Semiconductor Limited (UEN201334164H):3.82e-25 Lextar Electronics Corp.:3.82e-25 Lextar Electronics Corporation:3.82e-25 H-Tech LLC:3.82e-25 SRI Hermatics Inc.:3.82e-25 American Power Conversion Corporation:3.82e-25 Hydrogenics Corporation:3.82e-25 Alpine Electronics Inc.:3.82e-25 Blueprint Acoustics Pty Ltd.:3.82e-25 JC Protek Co. Ltd.:3.82e-25 Andong National University Industry Academic Cooperation Foundation:3.82e-25 Shimadzu Corporation:3.82e-25 Shimadzu Research Laboratory (Shanghai) Co. Ltd.:3.82e-25 FCI Americas Technology Inc.:3.82e-25 FCI:3.82e-25 Askey Computer Corp.:3.82e-25 Askey Technology (Jiangsu) Ltd.:3.82e-25 Toppan Printing Co. Ltd.:3.82e-25 Advantest Corp.:3.82e-25 FSP-Powerland Technology Inc.:3.82e-25 FSP TECHNOLOGY INC.:3.82e-25 Kirk Key Interlock Company LLC:3.82e-25 Utility Relay Company:3.82e-25 Eastfield Corporation:3.82e-25 Peak Power & Mfg. Inc.:3.82e-25 Fuji Jukogyo Kabushiki Kaisha:3.82e-25 Nippon Chemical Industrial Co. Ltd.:3.82e-25 X-FAB SEMICONDUCTOR FOUNDRIES AG:3.82e-25 MELEXIS TECHNOLOGIES NV:3.82e-25 Spicer Technology Inc.:3.82e-25 Bubble Technologies Industries Inc.:3.82e-25 Tatung University:3.82e-25 Tatung Company:3.82e-25 Board of Regents University of Texas System:3.82e-25 Texas Micro Inc.:3.82e-25 Korea University Research and Business Foundation:3.82e-25 SK Hynic Inc.:3.82e-25 IHI AEROSPACE CO. LTD.:3.82e-25 SINFONIA TECHNOLOGY CO. LTD.:3.82e-25 Suzuki Motor Corporation :3.82e-25 Lithium Energy Japan:3.82e-25 Power Digital Delight Co. Ltd.:3.82e-25 Easthill Industrial Co. Ltd.:3.82e-25 LAAS-CNRE:3.82e-25 Atmel Rousset S.A.S.:3.82e-25 Kowa Company Ltd.:3.82e-25 Techsign Light Panel Co. Ltd.:3.82e-25 ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES:3.82e-25 ECOLE POLYTECHNIQUE:3.82e-25 Maytag Corporation:3.82e-25 Satori S-Tech Co. Ltd.:3.82e-25 Priestman Goode:3.82e-25 Cambridge Design Partnership LLP:3.82e-25 BYD Company Limited:3.82e-25 SHENZHEN BYD AUTO R&D COMPANY LIMITED:3.82e-25 Hayterzlab:3.82e-25 Heiwa:3.82e-25 Champion Elite Company Limited:3.82e-25 Midas Wei Trading Co. Ltd.:3.82e-25 Korea Research Institute of Standards and Science:3.82e-25 Micro Motion Technology Co. Ltd.:3.82e-25 S.T. Corporation:3.82e-25 Montana State University:3.82e-25 Plextronics Inc.:3.82e-25 Nano-C Inc.:3.82e-25 SEMICONDUCTOR COMPONENTS INDUSTRIES LLC:3.82e-25 Futaba Corporation:3.82e-25 OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA):3.82e-25 COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES:3.82e-25 Nitto Kogaku KK:3.82e-25 Koike Yashuhiro:3.82e-25 Hitachi Industrial Equipment System Co.:3.82e-25 Nippon Steel & Sumikin Stainless Steel Corporation:3.82e-25 Board of Regents of the University of Oklahoma:3.82e-25 Phononic Devices Inc.:3.82e-25 Daimler-Benz AG:3.82e-25 Ford Motor Company:3.82e-25 IMRA America Inc.:3.82e-25 The Regents of the University of Colorado a body corporate:3.82e-25 EchoStar Technologies L.L.C.:3.82e-25 DISH Network L.L.C.:3.82e-25 KWANSEI GAKUIN EDUCATIONAL FOUNDATION:3.82e-25 TOYO TANSO CO. LTD.:3.82e-25 Furukawa Co. Ltd.:3.82e-25 Tohoku Techno Arch Co. Ltd.:3.82e-25 Baxter International Inc.:3.82e-25 Baxter Healthcare S.A.:3.82e-25 Nujira Limited:3.82e-25 Skyworks Solutions Inc.:3.82e-25 Nantong Ya Tai Candle Arts & Crafts Co. Ltd.:3.82e-25 Shanghai Q Mall & Co. Ltd.:3.82e-25 Giant Electric Vehicle Kunshan Co. Ltd.:3.82e-25 National Yunlin University of Science and Technology:3.82e-25 CSP-Innovazione Nelle ICT Scarl:3.82e-25 S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A.:3.82e-25 Legrand France:3.82e-25 Legrand SNC:3.82e-25 Dolby Laboratories Licensing Corporation:3.82e-25 Dolby International AB:3.82e-25 National Taipei University of Technology:3.82e-25 Phansco Corp.:3.82e-25 AT&T MOBILITY II LLC:3.82e-25 AT&T INTELLECTUAL PROPERTY I L.P.:3.82e-25 Oxford Instruments Ltd.:3.82e-25 Oxford Instruments AFM Inc:3.82e-25 Fundació Institut de Ciències Fotòniques:3.82e-25 Consejo Superior de Investigaciones Cientificas:3.82e-25 X-Body Inc.:3.82e-25 The Board of Trustees of the University of Illinois:3.82e-25 Toyoda Gosei Co. Ltd.:3.82e-25 Sumita Optical Glass Inc.:3.82e-25 Los Alamos National Security LLC:3.82e-25 Sharp Corporation:3.82e-25 NCKU Research & Development Foundation:3.82e-25 Himax Technologies Limited:3.82e-25 Shinko Electric Industries Co. Ltd.:3.82e-25 Taiyo Yuden Co. Ltd.:3.82e-25 The George Washington University:3.82e-25 The United States of America as represented by the Secretary of the Navy:3.82e-25 Airbus Operations SAS:3.82e-25 02Micro:3.82e-25 Ricoh Company Ltd.:3.82e-25 Sijtechnology Inc.:3.82e-25 Moxtek Inc.:3.82e-25 Brigham Young University:3.82e-25 Shenzhen Jiawei Photovoltaic Lighting Co. Ltd.:3.82e-25 Light-Core Limited:3.82e-25 Corning Incorporated:3.82e-25 S.O.I. Tec Silicon On Insulator Technologies:3.82e-25 SIEMENS ENERGY INC.:3.82e-25 Arkansas Power Electronics International Inc.:3.82e-25 The Chinese University of Hong Kong:3.82e-25 CITY UNIVERSITY OF HONG KONG:3.82e-25 Regents of the University of Minnesota:3.82e-25 Life Services LLC:3.82e-25 FIAT POWERTRAIN TECHNOLOGIES S.P.A.:3.82e-25 FPT INDUSTRIAL S.P.A.:3.82e-25 Murata Machinery Ltd.:3.82e-25 The Doshisha:3.82e-25 JNC Petrochemical Corporation:3.82e-25 JNC Corporation:3.82e-25 People & Give Co. Ltd.:3.82e-25 Global and Creative Partnership:3.82e-25 Universal Scientific Industrial Co. Ltd.:3.82e-25 Universal Global Scientific Industrial Co. Ltd.:3.82e-25 Gaslow International Limited:3.82e-25 Dong Guan Apsun Lighting Technology Co. Ltd:3.82e-25 LG INNOTEK CO. LTD.:3.82e-25 LG Electronics Inc.:3.82e-25 National Applied Research Laboratories:3.82e-25 MFC Sealing Technology Co. Ltd.:3.82e-25 Molex Japan Co. Ltd.:3.82e-25 Advantest Corporation:3.82e-25 VisEra Technologies Company Limited:3.82e-25 OmniVision Technologies Inc.:3.82e-25 Dow Corning Corporation:3.82e-25 Dow Corning Toray Co. Ltd.:3.82e-25 Nippon Telegraph and Telephone Corporation:3.82e-25 NTT Electronics Corporation:3.82e-25 Gigaphoton Inc.:3.82e-25 Komatsu Ltd.:3.82e-25 Savannah River Nuclear Solutions LLC:3.82e-25 Fisk University:3.82e-25 Rockwell Automation Technologies Inc.:3.82e-25 Rockwell Automation Safely AG:3.82e-25 Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction:3.82e-25 Techno Sugaya Co. Ltd.:3.82e-25 UNIVERSITE DE LIEGE:3.82e-25 Cockerill Maintenance & Ingénierie S.A.:3.82e-25 The University of Maryland:3.82e-25 Calabatas Creek Research Inc.:3.82e-25 United Microelectronic Corp.:3.82e-25 Lam Research Corporation:3.82e-25 Jang Soon Park:3.82e-25 Baiksan OPC Co. Ltd.:3.82e-25 Casio Computer Co. Ltd.:3.82e-25 CASIO ELECTRONICS MANUFACTURING CO. LTD.:3.82e-25 Regal Beloit America Inc.:3.82e-25 Regal Beloit Australia Pty Ltd:3.82e-25 E-NETPIC.COM Inc.:3.82e-25 Epic Communications Inc.:3.82e-25 Battlefield Telecommunications Systems LLC:3.82e-25 Purdue Research Foundation:3.82e-25 North American Lighting Inc.:3.82e-25 Toyota Motor Engineering & Manufacturing North America Inc.:3.82e-25 University of Central Florida Research Foundation Inc.:3.82e-25 sdPhotonics LLC:3.82e-25 Airbus Operations GmbH:3.82e-25 GOODRICH LIGHTING SYSTEMS GMBH:3.82e-25 Hilti Aktiengesellschaft:3.82e-25 ESW GmbH:3.82e-25 Bruker HTS GmbH:3.82e-25 Oswald Elektromotoren GmbH:3.82e-25 Chung-Hsin Electric & Machinery Mfg. Corp.:3.82e-25 Wuhan Haixinneng Electric Limited Company:3.82e-25 Albert-Ludwigs Universitat Freiburg:3.82e-25 Micronas GmbH:3.82e-25 Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.):3.82e-25 Guardian Industries Corp.:3.82e-25 Tyco Electronics Belgium EC BVBA:3.82e-25 TE Connectivity Nederland B.V.:3.82e-25 U-Shin Ltd.:3.82e-25 Mazda Motor Corporation:3.82e-25 West Corporation:3.82e-25 Dongguan Masstop Liquid Crystal Display Co. Ltd.:3.82e-25 Synopsys Inc.:3.82e-25 Synopsys Taiwan Co. Ltd.:3.82e-25 CDT OXFORD LIMITED:3.82e-25 CAMBRIDGE DISPLAY TECHNOLOGY LIMITED:3.82e-25 Mitsubishi Jidosha Kogyo Kabushiki Kaisha:3.82e-25 Mitsubishi Jidosha Engineering Kabushiki Kaisha:3.82e-25 Toyota Boshoku Kabushiki Kaisha:3.82e-25 Toyota Shatai Kabushiki Kaisha:3.82e-25 Peking University Founder Group Co. Ltd.:3.82e-25 Founder Microelectronics International Co. Ltd.:3.82e-25 Texas Instruments Deutschland GmbH:3.82e-25 Texas Instruments Incorporated:3.82e-25 American Air Liquide Inc.:3.82e-25 L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause:3.82e-25 Fu An Industrial Co. Ltd.:3.82e-25 Get Auto Accessories Co. Ltd.:3.82e-25 UNIVERSITY OF NEBRASKA BOARD OF REGENTS:3.82e-25 J.A. Woollam Co. Inc.:3.82e-25 Topmore Technology Inc.:3.82e-25 Aptos Technology Inc.:3.82e-25
print("between centrality: ")
for k, v in sorted(nx.betweenness_centrality(G).items(), key=lambda x: -x[1]):
print(str(k)+":"+"{:.3}".format(v)+" ", end="")
print("\n")
between centrality: Samsung Electronics Co. Ltd.:0.0899 IMEC:0.0526 International Business Machines Corporation:0.0482 Panasonic Corporation:0.0409 Toyota Jidosha Kabushiki Kaisha:0.0321 Sony Côrporation:0.0184 Denso Corporation:0.0178 STMICROELECTRONICS S.R.L.:0.0164 The Regents of the University of California:0.0161 Honda Motor Co. Ltd.:0.016 The Board of Trustees of the Leland Stanford Junior University:0.015 Sumitomo Electric Industries Ltd.:0.0143 Kabushiki Kaisha Toshiba:0.0115 Fuji Electric Co. Ltd.:0.0111 Industry-Academic Cooperation Foundation Yonsei University:0.0101 National University Corporation Nagoya University:0.00987 Rohm Co. Ltd.:0.00964 Seoul National University Industry Foundation:0.00833 King Abdulaziz City for Science and Technology:0.0079 Hyundai Motor Company:0.00687 KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS:0.00682 Korea Advanced Institue of Science & Technology:0.0068 COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES:0.00598 Electronics and Telecommunications Research Institute:0.00574 Renesas Electronics Corporation:0.00574 Centre National de la Recherche Scientifique (CNRS):0.00573 Japan Science and Technology Agency:0.00563 National Institute of Advanced Industrial Science and Technology:0.00538 GLOBALFOUNDRIES Inc.:0.00528 Intermolecular Inc.:0.00504 Massachusetts Institute of Technology:0.0046 Seiko Epson Corporation:0.00399 The University of Tokyo:0.0037 OLYMPUS CORPORATION:0.00369 SNU R&DB FOUNDATION:0.00345 STMICROELECTRONICS ASIA PACIFIC PTE. LTD.:0.00344 Sharp Kabushiki Kaisha:0.00341 Murata Manufacturing Co. Ltd.:0.00265 Samsung Display Co. Ltd.:0.00264 Tohoku University:0.00259 Advanced Micro Devices Inc.:0.00231 Georgia Tech Research Corp.:0.00231 Osaka University:0.00231 Panasonic Liquid Crystal Display Co. Ltd.:0.00231 The Furukawa Electric Co. Ltd.:0.00231 Elpida Memory Inc.:0.00231 Cambridge Enterprise Limited:0.00231 Nanyang Technological University:0.00231 AISIN SEIKI KABUSHIKI KAISHA:0.00184 FREESCALE SEMICONDUCTOR INC.:0.00181 Sumitomo Metal Mining Co. Ltd.:0.00177 Kabushiki Kaisha Toyota Jidoshokki:0.00125 Hino Motors Ltd.:0.00116 Fuji Electric FA Components & Systems Co. Ltd.:0.00116 FURUKAWA AUTOMOTIVE SYSTEMS INC.:0.00116 Taiwan Semiconductor Manufacturing Company Ltd.:0.00116 Hynix Semiconductor Inc.:0.00116 WASEDA UNIVERSITY:0.00116 KATHOLIEKE UNIVERSITEIT LEUVEN:0.00116 Kyocera Corporation:0.00116 Universal Display Corporation:0.00116 SAE Magnetics (H.K.) Ltd.:0.00116 STMicroelectronics (Grenoble 2) SAS:0.00116 Universiteit Gent:0.00116 ASML Netherlands B.V.:0.00116 TDK Corporation:0.00116 STMICROELECTRONICS (CROLLES 2) SAS:0.00116 Plastic Logic Limited:0.00116 Kobe Steel Limited:0.00116 Tokyo Electron Limited:0.00116 The Hong Kong University of Science and Technology:0.00116 GLOBALFOUNDRIES Singapore Pte. Ltd.:0.00116 Asmo Co. Ltd.:0.00116 Kia Motors Corporation:0.00113 Showa Denko K.K.:0.000827 Tanaka Kikinzoku Kogyo K.K.:0.000441 Kyoto University:0.00028 Tyco Electronics Corporation:0.000118 Hon Hai Precision Industry Co. Ltd.:9.32e-05 Tyco Electronics Japan G.K.:6.38e-05 BOE TECHNOLOGY GROUP CO. LTD.:4.91e-05 Siémens Aktiengesellschaft:3.92e-05 Tyco Electronics Raychem GmbH:3.43e-05 Tsinghua University:2.94e-05 Sanyo Electric Co. Ltd.:2.94e-05 University of Tennessee Research Foundation:2.94e-05 Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.:2.94e-05 YALE UNIVERSITY:1.96e-05 Siemens Medical Solutions USA Inc.:1.96e-05 Hitachi Ltd.:1.47e-05 National Chiao Tung University:1.47e-05 Canon Kabushiki Kaisha:9.81e-06 Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.:9.81e-06 Carl Zeiss Microscopy GmbH:9.81e-06 NEC Access Technica Ltd.:9.81e-06 NEC Corporation:9.81e-06 Intel Corporation:4.91e-06 Shenzhen Futaihong Precision Industry Co. Ltd.:4.91e-06 Northeastern University:4.91e-06 Cal-Comp Electronics & Communications Company Limited:4.91e-06 Philips Lumileds Lighting Company LLC:4.91e-06 AAC Acoustic Technologies (Shenzhen) Co. Ltd.:4.91e-06 Japan Aviation Electronics Industry Ltd.:4.91e-06 Robert Bosch GmbH:4.91e-06 California Institute of Technology:4.91e-06 Adesto Technologies Corporation:4.91e-06 Fujitsu Limited:4.91e-06 Foxconn Technology Co. Ltd.:4.91e-06 Tohoku Pioneer Corporation:4.91e-06 NthDegree Technologies Worldwide Inc.:4.91e-06 Bruker BioSpin GmbH:4.91e-06 The Trustees of Princeton University:4.91e-06 Ford Global Technologies LLC:4.91e-06 Inventec Appliances Corp.:4.91e-06 Innocom Technology (Shenzhen) Co. Ltd.:4.91e-06 Shin-Etsu Chemical Co. Ltd.:4.91e-06 Lite-On Technology Corp.:4.91e-06 Shinto Holdings Co. Ltd.:0.0 Nikkindenji Kogyo Co. Ltd.:0.0 HITACHI KOKUSAI ELECTRIC INC.:0.0 L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude:0.0 Hyundai Motor Japan R&D Center:0.0 STMicroelectronics (Mala) Ltd:0.0 ACER INCORPORATED:0.0 LIANHONG TECHNOLOGY CO. LTD:0.0 Nihon Ceratec Co. Ltd.:0.0 Taiheiyo Cement Corporation:0.0 CANON PRECISION INC.:0.0 University of Seoul Industry Cooperation Foundation:0.0 MATERIALS ANALYSIS TECHNOLOGY INC.:0.0 National Health Research Institutes:0.0 Chandler Systems Inc.:0.0 GENITECH INC.:0.0 Korea Electric Power Corporation:0.0 SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION:0.0 Dynalloy Inc:0.0 GM Global Technology Operations Inc.:0.0 HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.:0.0 Cummins PowerGen IP Inc.:0.0 CUMMINS CAL PACIFIC LLC:0.0 XJ Group Corporation:0.0 State Grid Corporation of China:0.0 BEIJING BOE DISPLAY TECHNOLOGY CO. LTD.:0.0 Spansion LLC:0.0 Koito Manufacturing Co. Ltd.:0.0 Volex PLC:0.0 Applied Micro Circuits Corporation:0.0 Advins Inc.:0.0 Scientific Analysis Instruments Ltd.:0.0 Funai Electric Advanced Applied Technology Research Institute Inc.:0.0 Chichibu Fuji Co. Ltd.:0.0 KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO:0.0 FURUKAWA MAGNET WIRE CO. LTD.:0.0 Nuctech Company Limited:0.0 Sôny Electronics Inc.:0.0 Toshiba Industrial Products Manufacturing Corporation:0.0 Phillips Screw Company:0.0 Sila Nanotechnologies Inc.:0.0 Olympus Imaging Corp.:0.0 Olympus Medical Systems Corp.:0.0 Schlumberger Technology Corporation :0.0 Toshiba Global Commerce:0.0 Solutions Holdings Corporation:0.0 Asahi Kasei Microdevices Corporation:0.0 Varian Medical Systems Inc.:0.0 Sloan-Kettering Institute for Cancer Research:0.0 Tokyo Electric Power Company Incorporated:0.0 Ishikawajima-Harima Heavy Industries Co. Ltd.:0.0 University of California :0.0 GSI:0.0 Lawrence Livermore National Security LLC.:0.0 TE Connectivity India Private Limited:0.0 FIH (Hong Kong) Limited:0.0 Sungkyunkwan University Foundation for Corporate Collaboration:0.0 Dongguk University Industry-Academic Cooperation Foundation:0.0 Korea University of Technology and Education Industry-University Cooperation Foundation:0.0 Postech Academy-Industry Foundation Postech Univ. of Science and Technology:0.0 Industry-University Cooperation Foundation Hanyang University:0.0 INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY:0.0 Cheil Industries Inc.:0.0 Industry-Academic Cooperation Foundation:0.0 INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY:0.0 NANOHOLDINGS LLC:0.0 University of Florida Research Foundation Inc.:0.0 Suzhou Golden Crown New Energy Co. Ltd:0.0 Golden Crown New Energy (HK) Limited:0.0 Ulvac Inc.:0.0 Societe Francaise de Detecteurs Infrarouges - SOFRADIR:0.0 Universite Montpellier 2 Sciences et Techniques:0.0 UNIVERSITE CLAUDE BERNARD LYON I:0.0 France/Ecole Normale Seperieure de Cachan:0.0 France and Universitat de les Illes Balears:0.0 Toshiba Medical Systems Corporation:0.0 Grandis Inc.:0.0 Hitachi Mito Engineering Co. Ltd.:0.0 Chi Mei Communication Systems Inc.:0.0 NEC Tokin Corporation:0.0 Postech Foundation:0.0 Seoul Opto Device Co. Ltd.:0.0 TS Tech Co. Ltd.:0.0 King Abdulaziz City Science and Technology:0.0 Tyco Electronics Holdings (Bermuda) No. 7 Ltd.:0.0 Xiangtan Electric Manufacturing Co. Ltd.:0.0 Xiangtan Liyuan Electric Tooling Co. Ltd.:0.0 UD Trucks Corporation:0.0 Tokyo Institute of Technology:0.0 University of Massachusetts:0.0 Shinshu University:0.0 Autonetworks Technologies Ltd.:0.0 Aisin AW Co. Ltd.:0.0 Sumitomo Wiring Systems Ltd.:0.0 Vanderbilt University:0.0 Molecular Sensing Inc.:0.0 Neomax Materials Co. Ltd.:0.0 Hitachi Metals Ltd.:0.0 SK Telecom Co. Ltd.:0.0 Kyungpook National University Industry Academic Cooperation Foundation:0.0 Mersen USA Newburyport-MA LLC:0.0 Cal-Comp Precision (Singapore) Limited:0.0 CITIZEN HOLDINGS CO. LTD.:0.0 Citizen Electronics Co. Ltd.:0.0 Institut Ploytechnique de Grenoble:0.0 Curators of the University of Missouri :0.0 Integral Laser Solutions Inc.:0.0 Silergy Semiconductor Technology (Hangzhou) LTD:0.0 Silergy Technology:0.0 KBC RESEARCH FOUNDATION PVT. LTD.:0.0 SunEdison Semiconductor Limited (UEN201334164H):0.0 GLOBAL FOUNDRIES INC.:0.0 Sony Computer Entertainment Inc.:0.0 Lextar Electronics Corp.:0.0 Lextar Electronics Corporation:0.0 H-Tech LLC:0.0 SRI Hermatics Inc.:0.0 American Power Conversion Corporation:0.0 Hydrogenics Corporation:0.0 Sanken Electric Co. Ltd.:0.0 Nissan Motor Co. Ltd.:0.0 Alpine Electronics Inc.:0.0 Blueprint Acoustics Pty Ltd.:0.0 JC Protek Co. Ltd.:0.0 Andong National University Industry Academic Cooperation Foundation:0.0 UT-Battelle LLC:0.0 The Regents of the University of Colorado:0.0 National Institute of Standards and Technology:0.0 Shimadzu Corporation:0.0 Shimadzu Research Laboratory (Shanghai) Co. Ltd.:0.0 FCI Americas Technology Inc.:0.0 FCI:0.0 Askey Computer Corp.:0.0 Askey Technology (Jiangsu) Ltd.:0.0 SCK.-CEN:0.0 Toppan Printing Co. Ltd.:0.0 Advantest Corp.:0.0 FSP-Powerland Technology Inc.:0.0 FSP TECHNOLOGY INC.:0.0 SanDisk 3D LLC:0.0 Elpidia Memory Inc.:0.0 Beth Israel Deaconess Medical Center Inc.:0.0 The Charles Stark Draper Laboratory Inc.:0.0 The President and Fellows of Harvard College:0.0 Raytheon Company:0.0 Koninklijke Philips Electronics N.V.:0.0 KONINKLIJKE PHILIPS N.V.:0.0 Sanyo Technology Center (Shenzhen) Co. Ltd.:0.0 Kirk Key Interlock Company LLC:0.0 Utility Relay Company:0.0 Eastfield Corporation:0.0 Peak Power & Mfg. Inc.:0.0 Volkswagon AG:0.0 iHi CHARGING SYSTEMS INTERNATIONAL GMBH:0.0 Mahle International GmbH:0.0 Fuji Jukogyo Kabushiki Kaisha:0.0 Nippon Chemical Industrial Co. Ltd.:0.0 X-FAB SEMICONDUCTOR FOUNDRIES AG:0.0 MELEXIS TECHNOLOGIES NV:0.0 Spicer Technology Inc.:0.0 Bubble Technologies Industries Inc.:0.0 American Audio Components Inc.:0.0 MEDTRONIC INC.:0.0 Oncotech Inc.:0.0 Jae Taiwan Ltd.:0.0 J & S Electronics Inc.:0.0 Princeton University Office of Technology and Trademark Licensing:0.0 Tatung University:0.0 Tatung Company:0.0 Headway Technologies Inc.:0.0 Board of Regents University of Texas System:0.0 Texas Micro Inc.:0.0 Konkuk University Industrial Cooperation Corp.:0.0 Tel Solar AG:0.0 Korea University Research and Business Foundation:0.0 SK Hynic Inc.:0.0 IHI AEROSPACE CO. LTD.:0.0 SINFONIA TECHNOLOGY CO. LTD.:0.0 Dainippon Screen Mfg. Co. Ltd.:0.0 Hamamatsu Photonics K.K.:0.0 Keihin Corporation:0.0 Samsung SDI Co. Ltd.:0.0 STMicroelectronics (Research & Development) Limited:0.0 Telaris Inc.:0.0 Suzuki Motor Corporation :0.0 Lithium Energy Japan:0.0 Adesto Technologies France SARL:0.0 Altis Semiconductor:0.0 Fujitsu Component Limited:0.0 Fujitsu Semiconductor Limited:0.0 Power Digital Delight Co. Ltd.:0.0 Easthill Industrial Co. Ltd.:0.0 Conti Temic microelectronic GmbH:0.0 Sumitomo Electric Toyama Co. Ltd.:0.0 Sumitomo Electric Device Innovations Inc.:0.0 National University Corporation Toyohashi University of Technology:0.0 Sumitomo Electric Sintered Alloy Ltd.:0.0 NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY:0.0 Central Research Institute of Electric Power Industry:0.0 Sumitomo Chemical Company Limited:0.0 LAAS-CNRE:0.0 Atmel Rousset S.A.S.:0.0 FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD.:0.0 Kokichi Terajima:0.0 Xinhongzhou Precision Technology Co. Ltd:0.0 Micro Win Tech Inc.:0.0 LARGAN PRECISION CO. LTD.:0.0 Katholieke Universiteit Leuven K.U. Leuven R&D:0.0 Kowa Company Ltd.:0.0 Techsign Light Panel Co. Ltd.:0.0 ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES:0.0 ECOLE POLYTECHNIQUE:0.0 Maytag Corporation:0.0 Satori S-Tech Co. Ltd.:0.0 Priestman Goode:0.0 Cambridge Design Partnership LLP:0.0 Siemens Industry Inc.:0.0 Caterpillar Global Mining LLC:0.0 Massachusetts General Hospital:0.0 Mitsubishi Electric Corporation:0.0 Pioneer Corporation:0.0 Applied Materials Inc.:0.0 Hitachi Tohbu Semiconductor Ltd.:0.0 ITT Corporation:0.0 Hitachi Device Engineering Co. Ltd.:0.0 Hitachi ULSI Systems Co. Ltd.:0.0 Hitachi Yonezawa Electronics Co. Ltd.:0.0 IMEC VZW:0.0 TDK Korea Corporation:0.0 BYD Company Limited:0.0 SHENZHEN BYD AUTO R&D COMPANY LIMITED:0.0 Sony Mobile Communications Inc.:0.0 SONY PICTURES TECHNOLOGIES INC.:0.0 LG Hausys Ltd.:0.0 Korea Institute of Science & Technology:0.0 HYUNDAI MOBIS CO. LTD.:0.0 SL Lighting Corporation:0.0 Il Heung Co. Ltd.:0.0 Myunghwa Ind. Co. Ltd.:0.0 Hayterzlab:0.0 Heiwa:0.0 Champion Elite Company Limited:0.0 Midas Wei Trading Co. Ltd.:0.0 Korea Research Institute of Standards and Science:0.0 Micro Motion Technology Co. Ltd.:0.0 S.T. Corporation:0.0 Montana State University:0.0 Nihon Colmo Co. Ltd.:0.0 Plextronics Inc.:0.0 Nano-C Inc.:0.0 The Furukawa Electric Company Ltd.:0.0 SEMICONDUCTOR COMPONENTS INDUSTRIES LLC:0.0 Futaba Corporation:0.0 OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA):0.0 COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES:0.0 Nitto Kogaku KK:0.0 Koike Yashuhiro:0.0 Tyco Electronics AMP Espana SA:0.0 CHAMP TECH OPTICAL (FOSHAN) CORPORATION:0.0 Hitachi Industrial Equipment System Co.:0.0 Nippon Steel & Sumikin Stainless Steel Corporation:0.0 NASA an agency of the United States:0.0 NASA:0.0 Board of Regents of the University of Oklahoma:0.0 Phononic Devices Inc.:0.0 Daimler-Benz AG:0.0 Ford Motor Company:0.0 IMRA America Inc.:0.0 The Regents of the University of Colorado a body corporate:0.0 EchoStar Technologies L.L.C.:0.0 DISH Network L.L.C.:0.0 KWANSEI GAKUIN EDUCATIONAL FOUNDATION:0.0 TOYO TANSO CO. LTD.:0.0 Deutsches Krebsforschungszentrum:0.0 Saga Sanyo Industries Co. Ltd.:0.0 Mitsubishi Metal Corporation:0.0 Furukawa Co. Ltd.:0.0 Tohoku Techno Arch Co. Ltd.:0.0 Fu Tai Industry (Shenzhen) Co. Ltd.:0.0 Ecole Polytechnique Federale de Lausanne (EPFL):0.0 Baxter International Inc.:0.0 Baxter Healthcare S.A.:0.0 Nujira Limited:0.0 Skyworks Solutions Inc.:0.0 Nantong Ya Tai Candle Arts & Crafts Co. Ltd.:0.0 Shanghai Q Mall & Co. Ltd.:0.0 TECHNOVA INC.:0.0 Toshiba Lightning & Technology Corporation:0.0 Giant Electric Vehicle Kunshan Co. Ltd.:0.0 National Yunlin University of Science and Technology:0.0 Tadahiro Ohmi:0.0 TOSHIBA TEC KABUSHIKI KAISHA:0.0 TOSHIBA MATERIALS CO. LTD.:0.0 Toshiba Electron Tubes & Devices Co. Ltd.:0.0 Toshiba Lighting & Technology Corporation:0.0 Battelle Memorial Institute:0.0 Semiconductor Technology Academic Research Center:0.0 Foundation for Advancement of International Science:0.0 CSP-Innovazione Nelle ICT Scarl:0.0 S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A.:0.0 Legrand France:0.0 Legrand SNC:0.0 Dolby Laboratories Licensing Corporation:0.0 Dolby International AB:0.0 National Taipei University of Technology:0.0 Phansco Corp.:0.0 Hitachi High-Technologies Corporation:0.0 Shin-Kobe Electric Machinery Co. Ltd.:0.0 AT&T MOBILITY II LLC:0.0 AT&T INTELLECTUAL PROPERTY I L.P.:0.0 Oxford Instruments Ltd.:0.0 Oxford Instruments AFM Inc:0.0 STMicroelectronics Limited:0.0 Fundació Institut de Ciències Fotòniques:0.0 Consejo Superior de Investigaciones Cientificas:0.0 X-Body Inc.:0.0 The Board of Trustees of the University of Illinois:0.0 Global Unichip Corp.:0.0 KINPO ELECTRONICS INC.:0.0 NEC Engineering Ltd.:0.0 Toshiba America Electronic Components Inc.:0.0 Toyoda Gosei Co. Ltd.:0.0 Sumita Optical Glass Inc.:0.0 ATI Technologies Inc.:0.0 Universite Joseph Fourier:0.0 ISORG:0.0 Centre Nationale de la Recherche Scientifique (CNRS):0.0 CNRS-Centre National de la Recherche Scientifique:0.0 Colonial Plastics Inc.:0.0 Dow Global Technologies Inc.:0.0 Los Alamos National Security LLC:0.0 Sharp Corporation:0.0 NCKU Research & Development Foundation:0.0 Himax Technologies Limited:0.0 Hong Fu Precision Industry (ShenZhen) Co. Ltd.:0.0 Fu Tai Hua Industry (Shenzhen) Co. Ltd.:0.0 Ledlink Optics (Dong Guan) Co. Ltd.:0.0 Yang Zhou LedLink Optics Co. Ltd.:0.0 LedLink Optics Inc.:0.0 SEMICONDUCTOR ENERGY LABORATORY CO. LTD.:0.0 Shinko Electric Industries Co. Ltd.:0.0 Taiyo Yuden Co. Ltd.:0.0 Tris Inc.:0.0 The George Washington University:0.0 The United States of America as represented by the Secretary of the Navy:0.0 Korean Broadcasting System:0.0 Dongwon Systems Corporation:0.0 Soongsil University Foundation of University-Industry Cooperation:0.0 Airbus Operations SAS:0.0 02Micro:0.0 Ricoh Company Ltd.:0.0 Sijtechnology Inc.:0.0 Moxtek Inc.:0.0 Brigham Young University:0.0 Kansai University:0.0 MITSUBISHI HEAVY INDUSTRIES LTD.:0.0 Finewell Co. Ltd.:0.0 Shenzhen Jiawei Photovoltaic Lighting Co. Ltd.:0.0 Light-Core Limited:0.0 Q1 Nanosystems Inc:0.0 Corning Incorporated:0.0 S.O.I. Tec Silicon On Insulator Technologies:0.0 CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.:0.0 SIEMENS ENERGY INC.:0.0 Arkansas Power Electronics International Inc.:0.0 The Chinese University of Hong Kong:0.0 CITY UNIVERSITY OF HONG KONG:0.0 STMicroeletronics Inc.:0.0 Inventec Appliances (Shanghai) Co. Ltd.:0.0 Leibniz-Institut fur Polymerforschung Dresden e.V.:0.0 Samsung Techwin Co. Ltd.:0.0 Sumitomo Rubber Industries Ltd. :0.0 Tyco Electronics Singapore PTE Ltd.:0.0 Cornell University:0.0 Kobelco Construction Machinery Co. Ltd.:0.0 Regents of the University of Minnesota:0.0 Life Services LLC:0.0 FIAT POWERTRAIN TECHNOLOGIES S.P.A.:0.0 FPT INDUSTRIAL S.P.A.:0.0 INNOLUX CORPORATION:0.0 Murata Machinery Ltd.:0.0 The Doshisha:0.0 JNC Petrochemical Corporation:0.0 JNC Corporation:0.0 SK hynix Inc.:0.0 BAY ZU PRECISION CO. LTD.:0.0 People & Give Co. Ltd.:0.0 Global and Creative Partnership:0.0 Universal Scientific Industrial Co. Ltd.:0.0 Universal Global Scientific Industrial Co. Ltd.:0.0 Qiuye Sun:0.0 Gaslow International Limited:0.0 Dong Guan Apsun Lighting Technology Co. Ltd:0.0 LG INNOTEK CO. LTD.:0.0 LG Electronics Inc.:0.0 Sumitomo Bakelite Co. Ltd.:0.0 Dacom Corporation:0.0 MACRONIX INTERNATIONAL CO. LTD.:0.0 National Applied Research Laboratories:0.0 MFC Sealing Technology Co. Ltd.:0.0 Industrial Technology Research Institute:0.0 Hon Hai Precsion Industry Co. Ltd.:0.0 Yutaka Giken Co. Ltd.:0.0 AAC Technologies Holdings Inc.:0.0 Afton Chemical Corporation:0.0 Molex Japan Co. Ltd.:0.0 Advantest Corporation:0.0 Matheson Tri-Gas:0.0 VisEra Technologies Company Limited:0.0 OmniVision Technologies Inc.:0.0 Dow Corning Corporation:0.0 Dow Corning Toray Co. Ltd.:0.0 Tocalo Co. Ltd.:0.0 Nippon Telegraph and Telephone Corporation:0.0 NTT Electronics Corporation:0.0 VORBECK MATERIALS CORPORATION:0.0 University of Macau:0.0 Gigaphoton Inc.:0.0 Komatsu Ltd.:0.0 Savannah River Nuclear Solutions LLC:0.0 Fisk University:0.0 Inventec Appliances (Pudong) Corporation:0.0 Fujikin Incorporated:0.0 Rockwell Automation Technologies Inc.:0.0 Rockwell Automation Safely AG:0.0 Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction:0.0 Techno Sugaya Co. Ltd.:0.0 UNIVERSITE DE LIEGE:0.0 Cockerill Maintenance & Ingénierie S.A.:0.0 The University of Maryland:0.0 Calabatas Creek Research Inc.:0.0 University of Utah Research Foundation:0.0 NEC Energy Devices Ltd.:0.0 United Microelectronic Corp.:0.0 Lam Research Corporation:0.0 Jang Soon Park:0.0 Baiksan OPC Co. Ltd.:0.0 Yoshitaka Sugawara:0.0 Seiko NPC Corporation:0.0 Casio Computer Co. Ltd.:0.0 CASIO ELECTRONICS MANUFACTURING CO. LTD.:0.0 Regal Beloit America Inc.:0.0 Regal Beloit Australia Pty Ltd:0.0 Samsund SDI Co. Ltd.:0.0 National University of Singapore:0.0 Matsugaki Chemical Industries Co. Ltd.:0.0 Silitek Electronic (Guangzhou) Co. Ltd.:0.0 LITE-ON ELECTRONICS (GUANGZHOU) LIMITED:0.0 Duke University:0.0 E-NETPIC.COM Inc.:0.0 Epic Communications Inc.:0.0 STMicoelectronics (Grenoble 2) SAS:0.0 Battlefield Telecommunications Systems LLC:0.0 Purdue Research Foundation:0.0 North American Lighting Inc.:0.0 Toyota Motor Engineering & Manufacturing North America Inc.:0.0 University of Central Florida Research Foundation Inc.:0.0 sdPhotonics LLC:0.0 STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.:0.0 STMicroelectronics International N.V.:0.0 Airbus Operations GmbH:0.0 GOODRICH LIGHTING SYSTEMS GMBH:0.0 Ecole Polytechnique Fédérale de Lausanne:0.0 Hilti Aktiengesellschaft:0.0 ESW GmbH:0.0 Bruker HTS GmbH:0.0 Oswald Elektromotoren GmbH:0.0 Chung-Hsin Electric & Machinery Mfg. Corp.:0.0 Wuhan Haixinneng Electric Limited Company:0.0 Teledyne Scientific & Imaging LLC:0.0 Tyco Electronics Amp Korea Ltd.:0.0 Albert-Ludwigs Universitat Freiburg:0.0 Micronas GmbH:0.0 Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.):0.0 Guardian Industries Corp.:0.0 Tyco Electronics Belgium EC BVBA:0.0 TE Connectivity Nederland B.V.:0.0 KONICA MINOLTA INC.:0.0 U-Shin Ltd.:0.0 Mazda Motor Corporation:0.0 DENSO International America Inc.:0.0 West Corporation:0.0 Dongguan Masstop Liquid Crystal Display Co. Ltd.:0.0 Torchlight Technology Co. Ltd.:0.0 Tyco Electronics Svenska Holdings AB:0.0 Advics Co. Ltd.:0.0 Synopsys Inc.:0.0 Synopsys Taiwan Co. Ltd.:0.0 CDT OXFORD LIMITED:0.0 CAMBRIDGE DISPLAY TECHNOLOGY LIMITED:0.0 Beijing Asahi Glass Electronics Co. Ltd.:0.0 Suzhou Boe Chatani Electronics Co. Ltd.:0.0 Mitsubishi Jidosha Kogyo Kabushiki Kaisha:0.0 Mitsubishi Jidosha Engineering Kabushiki Kaisha:0.0 Toyota Boshoku Kabushiki Kaisha:0.0 Toyota Shatai Kabushiki Kaisha:0.0 Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V.:0.0 Shin-Etsu Handotai Co. Ltd.:0.0 Stanley Electric Co. Ltd.:0.0 Chimei Innolux Corporation:0.0 Peking University Founder Group Co. Ltd.:0.0 Founder Microelectronics International Co. Ltd.:0.0 Texas Instruments Deutschland GmbH:0.0 Texas Instruments Incorporated:0.0 INVENTEC (PUDONG) TECHNOLOGY CORPORATION:0.0 Richtek Technology Corporation:0.0 Infineon Technologies AG:0.0 American Air Liquide Inc.:0.0 L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause:0.0 Stichting National Lucht-En Ruimtevaart Laboratorium:0.0 Yamato Electronic Co. Ltd.:0.0 Nippon Soken Inc.:0.0 Fu An Industrial Co. Ltd.:0.0 Get Auto Accessories Co. Ltd.:0.0 UNIVERSITY OF NEBRASKA BOARD OF REGENTS:0.0 J.A. Woollam Co. Inc.:0.0 Topmore Technology Inc.:0.0 Aptos Technology Inc.:0.0 Lintec Corporation:0.0 Kyushu University National University Corporation:0.0 Hitachi Displays Ltd.:0.0 JAPAN DISPLAY INC.:0.0 Henkel Corporation:0.0
print("closeness centrality: ")
for k, v in sorted(nx.closeness_centrality(G).items(), key=lambda x: -x[1]):
print(str(k)+":"+"{:.3}".format(v)+" ", end="")
print("\n")
closeness centrality: Samsung Electronics Co. Ltd.:0.115 IMEC:0.108 International Business Machines Corporation:0.101 Panasonic Corporation:0.1 The Regents of the University of California:0.0975 STMICROELECTRONICS S.R.L.:0.097 Taiwan Semiconductor Manufacturing Company Ltd.:0.0966 Sony Côrporation:0.0959 GLOBALFOUNDRIES Inc.:0.0954 Seoul National University Industry Foundation:0.0946 Toyota Jidosha Kabushiki Kaisha:0.0915 Samsung Display Co. Ltd.:0.0902 Industry-Academic Cooperation Foundation Yonsei University:0.0899 Korea Advanced Institue of Science & Technology:0.0893 SNU R&DB FOUNDATION:0.0888 Georgia Tech Research Corp.:0.0883 Osaka University:0.0883 Sumitomo Electric Industries Ltd.:0.0883 University of Seoul Industry Cooperation Foundation:0.088 GENITECH INC.:0.088 Korea Electric Power Corporation:0.088 Sungkyunkwan University Foundation for Corporate Collaboration:0.088 Dongguk University Industry-Academic Cooperation Foundation:0.088 Korea University of Technology and Education Industry-University Cooperation Foundation:0.088 Postech Academy-Industry Foundation Postech Univ. of Science and Technology:0.088 Industry-University Cooperation Foundation Hanyang University:0.088 INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY:0.088 Cheil Industries Inc.:0.088 Industry-Academic Cooperation Foundation:0.088 INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY:0.088 ASML Netherlands B.V.:0.0877 The Board of Trustees of the Leland Stanford Junior University:0.087 KATHOLIEKE UNIVERSITEIT LEUVEN:0.0838 Universiteit Gent:0.0838 Katholieke Universiteit Leuven K.U. Leuven R&D:0.0836 Honda Motor Co. Ltd.:0.0834 FREESCALE SEMICONDUCTOR INC.:0.082 Kabushiki Kaisha Toshiba:0.0817 COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES:0.0816 Japan Science and Technology Agency:0.0813 Rohm Co. Ltd.:0.0812 Kyungpook National University Industry Academic Cooperation Foundation:0.0809 STMICROELECTRONICS (CROLLES 2) SAS:0.0807 Centre National de la Recherche Scientifique (CNRS):0.0804 King Abdulaziz City for Science and Technology:0.0803 Renesas Electronics Corporation:0.08 Advanced Micro Devices Inc.:0.0795 Sumitomo Bakelite Co. Ltd.:0.0793 Dacom Corporation:0.0793 GLOBAL FOUNDRIES INC.:0.0793 Applied Materials Inc.:0.0793 Toshiba America Electronic Components Inc.:0.0793 Cambridge Enterprise Limited:0.0793 Cornell University:0.0793 BAY ZU PRECISION CO. LTD.:0.0793 MACRONIX INTERNATIONAL CO. LTD.:0.0793 Matheson Tri-Gas:0.0793 Infineon Technologies AG:0.0793 Panasonic Liquid Crystal Display Co. Ltd.:0.0793 WASEDA UNIVERSITY:0.0791 Lintec Corporation:0.079 Kyushu University National University Corporation:0.079 Nihon Colmo Co. Ltd.:0.079 Denso Corporation:0.0787 Tohoku University:0.0786 Kyoto University:0.0783 Intermolecular Inc.:0.0781 STMicroelectronics Limited:0.0779 STMICROELECTRONICS ASIA PACIFIC PTE. LTD.:0.0774 University of Massachusetts:0.0772 Q1 Nanosystems Inc:0.0772 Teledyne Scientific & Imaging LLC:0.0772 STMicroelectronics (Grenoble 2) SAS:0.0771 STMicroelectronics (Mala) Ltd:0.077 STMicoelectronics (Grenoble 2) SAS:0.077 STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.:0.077 STMicroelectronics International N.V.:0.077 Global Unichip Corp.:0.0767 AISIN SEIKI KABUSHIKI KAISHA:0.0764 National University Corporation Nagoya University:0.0763 Sôny Electronics Inc.:0.0762 Sony Computer Entertainment Inc.:0.0762 Tel Solar AG:0.0762 Sony Mobile Communications Inc.:0.0762 SONY PICTURES TECHNOLOGIES INC.:0.0762 Sharp Kabushiki Kaisha:0.0762 Sumitomo Metal Mining Co. Ltd.:0.0759 Fuji Electric Co. Ltd.:0.0758 Samsung Techwin Co. Ltd.:0.0755 Autonetworks Technologies Ltd.:0.0747 Sumitomo Wiring Systems Ltd.:0.0747 Aisin AW Co. Ltd.:0.0746 Kabushiki Kaisha Toyota Jidoshokki:0.0744 National Institute of Advanced Industrial Science and Technology:0.0741 Hino Motors Ltd.:0.0736 Koito Manufacturing Co. Ltd.:0.0736 KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO:0.0734 Shinshu University:0.0734 Hyundai Motor Company:0.0733 Kia Motors Corporation:0.073 Kobe Steel Limited:0.0728 Electronics and Telecommunications Research Institute:0.0726 Hynix Semiconductor Inc.:0.0718 SK Telecom Co. Ltd.:0.0717 Phillips Screw Company:0.0714 Sila Nanotechnologies Inc.:0.0714 Dainippon Screen Mfg. Co. Ltd.:0.0714 Hamamatsu Photonics K.K.:0.0714 Sumitomo Electric Toyama Co. Ltd.:0.0713 Sumitomo Electric Device Innovations Inc.:0.0713 National University Corporation Toyohashi University of Technology:0.0713 Sumitomo Electric Sintered Alloy Ltd.:0.0713 NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY:0.0713 Stichting National Lucht-En Ruimtevaart Laboratorium:0.071 The Hong Kong University of Science and Technology:0.0707 Showa Denko K.K.:0.0692 SCK.-CEN:0.0684 IMEC VZW:0.0684 The University of Tokyo:0.0683 TS Tech Co. Ltd.:0.0681 Tokyo Institute of Technology:0.0681 Keihin Corporation:0.0681 Sumitomo Rubber Industries Ltd. :0.0681 Yutaka Giken Co. Ltd.:0.0681 Stanley Electric Co. Ltd.:0.0681 SanDisk 3D LLC:0.0673 Conti Temic microelectronic GmbH:0.0672 Tokyo Electric Power Company Incorporated:0.067 Ishikawajima-Harima Heavy Industries Co. Ltd.:0.067 Toshiba Industrial Products Manufacturing Corporation:0.067 Toshiba Medical Systems Corporation:0.067 Toshiba Lightning & Technology Corporation:0.067 TOSHIBA TEC KABUSHIKI KAISHA:0.067 TOSHIBA MATERIALS CO. LTD.:0.067 Toshiba Electron Tubes & Devices Co. Ltd.:0.067 Toshiba Lighting & Technology Corporation:0.067 Universite Joseph Fourier:0.067 CNRS-Centre National de la Recherche Scientifique:0.067 Institut Ploytechnique de Grenoble:0.0669 ISORG:0.0669 Centre Nationale de la Recherche Scientifique (CNRS):0.0669 Murata Manufacturing Co. Ltd.:0.0669 SAE Magnetics (H.K.) Ltd.:0.0668 TDK Corporation:0.0668 KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS:0.0666 Tadahiro Ohmi:0.0666 Kansai University:0.0666 MITSUBISHI HEAVY INDUSTRIES LTD.:0.0666 Finewell Co. Ltd.:0.0666 STMicroeletronics Inc.:0.0663 OLYMPUS CORPORATION:0.0663 France/Ecole Normale Seperieure de Cachan:0.0662 France and Universitat de les Illes Balears:0.0662 Societe Francaise de Detecteurs Infrarouges - SOFRADIR:0.0661 Universite Montpellier 2 Sciences et Techniques:0.0661 UNIVERSITE CLAUDE BERNARD LYON I:0.0661 Hitachi Tohbu Semiconductor Ltd.:0.0658 ITT Corporation:0.0658 Hitachi Device Engineering Co. Ltd.:0.0658 Hitachi ULSI Systems Co. Ltd.:0.0658 Hitachi Yonezawa Electronics Co. Ltd.:0.0658 Spansion LLC:0.0655 ATI Technologies Inc.:0.0655 Plastic Logic Limited:0.0655 Sanken Electric Co. Ltd.:0.0654 Nissan Motor Co. Ltd.:0.0654 Hitachi Displays Ltd.:0.0654 JAPAN DISPLAY INC.:0.0654 UD Trucks Corporation:0.0653 The Furukawa Electric Co. Ltd.:0.0652 FURUKAWA MAGNET WIRE CO. LTD.:0.0651 Asmo Co. Ltd.:0.0651 NEC Tokin Corporation:0.065 Tris Inc.:0.065 DENSO International America Inc.:0.065 Advics Co. Ltd.:0.065 Nippon Soken Inc.:0.065 SK hynix Inc.:0.0649 Fujikin Incorporated:0.0649 Elpida Memory Inc.:0.0648 Elpidia Memory Inc.:0.0646 Seiko Epson Corporation:0.0645 Central Research Institute of Electric Power Industry:0.0644 Nanyang Technological University:0.0643 STMicroelectronics (Research & Development) Limited:0.0639 Sumitomo Chemical Company Limited:0.0636 TECHNOVA INC.:0.0633 Semiconductor Technology Academic Research Center:0.0633 Foundation for Advancement of International Science:0.0633 SEMICONDUCTOR ENERGY LABORATORY CO. LTD.:0.0632 Kyocera Corporation:0.0631 Fuji Electric FA Components & Systems Co. Ltd.:0.0631 Oncotech Inc.:0.0631 Funai Electric Advanced Applied Technology Research Institute Inc.:0.063 Yoshitaka Sugawara:0.063 Tanaka Kikinzoku Kogyo K.K.:0.0616 Henkel Corporation:0.0615 Hyundai Motor Japan R&D Center:0.0613 Myunghwa Ind. Co. Ltd.:0.0613 LG Hausys Ltd.:0.0613 Korea Institute of Science & Technology:0.0613 HYUNDAI MOBIS CO. LTD.:0.0613 SL Lighting Corporation:0.0613 Il Heung Co. Ltd.:0.0613 Kobelco Construction Machinery Co. Ltd.:0.0609 SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION:0.0608 Konkuk University Industrial Cooperation Corp.:0.0608 Korean Broadcasting System:0.0608 Dongwon Systems Corporation:0.0608 Soongsil University Foundation of University-Industry Cooperation:0.0608 Grandis Inc.:0.0602 University of Macau:0.0594 Schlumberger Technology Corporation :0.0577 Massachusetts Institute of Technology:0.0568 Asahi Kasei Microdevices Corporation:0.0567 KONICA MINOLTA INC.:0.0567 Headway Technologies Inc.:0.0567 TDK Korea Corporation:0.0567 King Abdulaziz City Science and Technology:0.0565 Olympus Imaging Corp.:0.0563 Olympus Medical Systems Corp.:0.0563 Leibniz-Institut fur Polymerforschung Dresden e.V.:0.0557 FURUKAWA AUTOMOTIVE SYSTEMS INC.:0.0556 Yamato Electronic Co. Ltd.:0.0554 Tokyo Electron Limited:0.0552 Universal Display Corporation:0.0551 Seiko NPC Corporation:0.055 GLOBALFOUNDRIES Singapore Pte. Ltd.:0.0549 MEDTRONIC INC.:0.054 Chichibu Fuji Co. Ltd.:0.054 Beth Israel Deaconess Medical Center Inc.:0.0493 The Charles Stark Draper Laboratory Inc.:0.0493 The President and Fellows of Harvard College:0.0493 Raytheon Company:0.0493 The Furukawa Electric Company Ltd.:0.0484 Tocalo Co. Ltd.:0.0481 Princeton University Office of Technology and Trademark Licensing:0.048 National University of Singapore:0.0478 Tyco Electronics Corporation:0.00911 Hon Hai Precision Industry Co. Ltd.:0.00852 BOE TECHNOLOGY GROUP CO. LTD.:0.00782 Tyco Electronics Japan G.K.:0.00715 University of Tennessee Research Foundation:0.00652 Siémens Aktiengesellschaft:0.00652 Sanyo Electric Co. Ltd.:0.00626 Tyco Electronics Raychem GmbH:0.00626 Tsinghua University:0.0059 Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.:0.0059 YALE UNIVERSITY:0.00559 TE Connectivity India Private Limited:0.00556 Tyco Electronics Holdings (Bermuda) No. 7 Ltd.:0.00556 Tyco Electronics Amp Korea Ltd.:0.00556 Fu Tai Industry (Shenzhen) Co. Ltd.:0.00511 Hong Fu Precision Industry (ShenZhen) Co. Ltd.:0.00511 Fu Tai Hua Industry (Shenzhen) Co. Ltd.:0.00511 UT-Battelle LLC:0.00489 Siemens Medical Solutions USA Inc.:0.00489 Tyco Electronics Singapore PTE Ltd.:0.00477 Tyco Electronics Svenska Holdings AB:0.00477 Canon Kabushiki Kaisha:0.00469 Hitachi Ltd.:0.00469 Kokichi Terajima:0.00469 Xinhongzhou Precision Technology Co. Ltd:0.00469 Micro Win Tech Inc.:0.00469 LARGAN PRECISION CO. LTD.:0.00469 National Chiao Tung University:0.00469 Tyco Electronics AMP Espana SA:0.00435 HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.:0.00435 BEIJING BOE DISPLAY TECHNOLOGY CO. LTD.:0.00435 The Regents of the University of Colorado:0.00435 National Institute of Standards and Technology:0.00435 Siemens Industry Inc.:0.00435 Caterpillar Global Mining LLC:0.00435 CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.:0.00435 Beijing Asahi Glass Electronics Co. Ltd.:0.00435 Suzhou Boe Chatani Electronics Co. Ltd.:0.00435 Nuctech Company Limited:0.00404 Hon Hai Precsion Industry Co. Ltd.:0.00404 Massachusetts General Hospital:0.00391 Ulvac Inc.:0.00358 Sanyo Technology Center (Shenzhen) Co. Ltd.:0.00358 Saga Sanyo Industries Co. Ltd.:0.00358 Mitsubishi Metal Corporation:0.00358 University of Utah Research Foundation:0.00356 Nihon Ceratec Co. Ltd.:0.00352 Taiheiyo Cement Corporation:0.00352 Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.:0.00352 Carl Zeiss Microscopy GmbH:0.00352 NEC Access Technica Ltd.:0.00352 NEC Corporation:0.00352 Duke University:0.00326 Intel Corporation:0.00313 University of California :0.00313 GSI:0.00313 Lawrence Livermore National Security LLC.:0.00313 Shenzhen Futaihong Precision Industry Co. Ltd.:0.00313 Northeastern University:0.00313 Cal-Comp Electronics & Communications Company Limited:0.00313 Philips Lumileds Lighting Company LLC:0.00313 Volkswagon AG:0.00313 iHi CHARGING SYSTEMS INTERNATIONAL GMBH:0.00313 Mahle International GmbH:0.00313 AAC Acoustic Technologies (Shenzhen) Co. Ltd.:0.00313 Japan Aviation Electronics Industry Ltd.:0.00313 Robert Bosch GmbH:0.00313 California Institute of Technology:0.00313 Adesto Technologies Corporation:0.00313 Fujitsu Limited:0.00313 Foxconn Technology Co. Ltd.:0.00313 Tohoku Pioneer Corporation:0.00313 NthDegree Technologies Worldwide Inc.:0.00313 Bruker BioSpin GmbH:0.00313 The Trustees of Princeton University:0.00313 Ford Global Technologies LLC:0.00313 Ledlink Optics (Dong Guan) Co. Ltd.:0.00313 Yang Zhou LedLink Optics Co. Ltd.:0.00313 LedLink Optics Inc.:0.00313 Inventec Appliances Corp.:0.00313 Innocom Technology (Shenzhen) Co. Ltd.:0.00313 Shin-Etsu Chemical Co. Ltd.:0.00313 Lite-On Technology Corp.:0.00313 CANON PRECISION INC.:0.00282 Hitachi Mito Engineering Co. Ltd.:0.00282 Hitachi High-Technologies Corporation:0.00282 Shin-Kobe Electric Machinery Co. Ltd.:0.00282 Industrial Technology Research Institute:0.00282 Torchlight Technology Co. Ltd.:0.00282 Richtek Technology Corporation:0.00282 Deutsches Krebsforschungszentrum:0.00235 NEC Engineering Ltd.:0.00235 NEC Energy Devices Ltd.:0.00235 Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V.:0.00235 Chandler Systems Inc.:0.00209 FIH (Hong Kong) Limited:0.00209 Chi Mei Communication Systems Inc.:0.00209 Mersen USA Newburyport-MA LLC:0.00209 Cal-Comp Precision (Singapore) Limited:0.00209 Koninklijke Philips Electronics N.V.:0.00209 KONINKLIJKE PHILIPS N.V.:0.00209 American Audio Components Inc.:0.00209 Jae Taiwan Ltd.:0.00209 J & S Electronics Inc.:0.00209 Samsung SDI Co. Ltd.:0.00209 Telaris Inc.:0.00209 Adesto Technologies France SARL:0.00209 Altis Semiconductor:0.00209 Fujitsu Component Limited:0.00209 Fujitsu Semiconductor Limited:0.00209 FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD.:0.00209 Mitsubishi Electric Corporation:0.00209 Pioneer Corporation:0.00209 CHAMP TECH OPTICAL (FOSHAN) CORPORATION:0.00209 NASA an agency of the United States:0.00209 NASA:0.00209 Ecole Polytechnique Federale de Lausanne (EPFL):0.00209 Battelle Memorial Institute:0.00209 KINPO ELECTRONICS INC.:0.00209 Colonial Plastics Inc.:0.00209 Dow Global Technologies Inc.:0.00209 Inventec Appliances (Shanghai) Co. Ltd.:0.00209 INNOLUX CORPORATION:0.00209 Qiuye Sun:0.00209 AAC Technologies Holdings Inc.:0.00209 Afton Chemical Corporation:0.00209 VORBECK MATERIALS CORPORATION:0.00209 Inventec Appliances (Pudong) Corporation:0.00209 Samsund SDI Co. Ltd.:0.00209 Matsugaki Chemical Industries Co. Ltd.:0.00209 Silitek Electronic (Guangzhou) Co. Ltd.:0.00209 LITE-ON ELECTRONICS (GUANGZHOU) LIMITED:0.00209 Ecole Polytechnique Fédérale de Lausanne:0.00209 Shin-Etsu Handotai Co. Ltd.:0.00209 Chimei Innolux Corporation:0.00209 INVENTEC (PUDONG) TECHNOLOGY CORPORATION:0.00209 Shinto Holdings Co. Ltd.:0.00156 Nikkindenji Kogyo Co. Ltd.:0.00156 HITACHI KOKUSAI ELECTRIC INC.:0.00156 L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude:0.00156 ACER INCORPORATED:0.00156 LIANHONG TECHNOLOGY CO. LTD:0.00156 MATERIALS ANALYSIS TECHNOLOGY INC.:0.00156 National Health Research Institutes:0.00156 Dynalloy Inc:0.00156 GM Global Technology Operations Inc.:0.00156 Cummins PowerGen IP Inc.:0.00156 CUMMINS CAL PACIFIC LLC:0.00156 XJ Group Corporation:0.00156 State Grid Corporation of China:0.00156 Volex PLC:0.00156 Applied Micro Circuits Corporation:0.00156 Advins Inc.:0.00156 Scientific Analysis Instruments Ltd.:0.00156 Toshiba Global Commerce:0.00156 Solutions Holdings Corporation:0.00156 Varian Medical Systems Inc.:0.00156 Sloan-Kettering Institute for Cancer Research:0.00156 NANOHOLDINGS LLC:0.00156 University of Florida Research Foundation Inc.:0.00156 Suzhou Golden Crown New Energy Co. Ltd:0.00156 Golden Crown New Energy (HK) Limited:0.00156 Postech Foundation:0.00156 Seoul Opto Device Co. Ltd.:0.00156 Xiangtan Electric Manufacturing Co. Ltd.:0.00156 Xiangtan Liyuan Electric Tooling Co. Ltd.:0.00156 Vanderbilt University:0.00156 Molecular Sensing Inc.:0.00156 Neomax Materials Co. Ltd.:0.00156 Hitachi Metals Ltd.:0.00156 CITIZEN HOLDINGS CO. LTD.:0.00156 Citizen Electronics Co. Ltd.:0.00156 Curators of the University of Missouri :0.00156 Integral Laser Solutions Inc.:0.00156 Silergy Semiconductor Technology (Hangzhou) LTD:0.00156 Silergy Technology:0.00156 KBC RESEARCH FOUNDATION PVT. LTD.:0.00156 SunEdison Semiconductor Limited (UEN201334164H):0.00156 Lextar Electronics Corp.:0.00156 Lextar Electronics Corporation:0.00156 H-Tech LLC:0.00156 SRI Hermatics Inc.:0.00156 American Power Conversion Corporation:0.00156 Hydrogenics Corporation:0.00156 Alpine Electronics Inc.:0.00156 Blueprint Acoustics Pty Ltd.:0.00156 JC Protek Co. Ltd.:0.00156 Andong National University Industry Academic Cooperation Foundation:0.00156 Shimadzu Corporation:0.00156 Shimadzu Research Laboratory (Shanghai) Co. Ltd.:0.00156 FCI Americas Technology Inc.:0.00156 FCI:0.00156 Askey Computer Corp.:0.00156 Askey Technology (Jiangsu) Ltd.:0.00156 Toppan Printing Co. Ltd.:0.00156 Advantest Corp.:0.00156 FSP-Powerland Technology Inc.:0.00156 FSP TECHNOLOGY INC.:0.00156 Kirk Key Interlock Company LLC:0.00156 Utility Relay Company:0.00156 Eastfield Corporation:0.00156 Peak Power & Mfg. Inc.:0.00156 Fuji Jukogyo Kabushiki Kaisha:0.00156 Nippon Chemical Industrial Co. Ltd.:0.00156 X-FAB SEMICONDUCTOR FOUNDRIES AG:0.00156 MELEXIS TECHNOLOGIES NV:0.00156 Spicer Technology Inc.:0.00156 Bubble Technologies Industries Inc.:0.00156 Tatung University:0.00156 Tatung Company:0.00156 Board of Regents University of Texas System:0.00156 Texas Micro Inc.:0.00156 Korea University Research and Business Foundation:0.00156 SK Hynic Inc.:0.00156 IHI AEROSPACE CO. LTD.:0.00156 SINFONIA TECHNOLOGY CO. LTD.:0.00156 Suzuki Motor Corporation :0.00156 Lithium Energy Japan:0.00156 Power Digital Delight Co. Ltd.:0.00156 Easthill Industrial Co. Ltd.:0.00156 LAAS-CNRE:0.00156 Atmel Rousset S.A.S.:0.00156 Kowa Company Ltd.:0.00156 Techsign Light Panel Co. Ltd.:0.00156 ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES:0.00156 ECOLE POLYTECHNIQUE:0.00156 Maytag Corporation:0.00156 Satori S-Tech Co. Ltd.:0.00156 Priestman Goode:0.00156 Cambridge Design Partnership LLP:0.00156 BYD Company Limited:0.00156 SHENZHEN BYD AUTO R&D COMPANY LIMITED:0.00156 Hayterzlab:0.00156 Heiwa:0.00156 Champion Elite Company Limited:0.00156 Midas Wei Trading Co. Ltd.:0.00156 Korea Research Institute of Standards and Science:0.00156 Micro Motion Technology Co. Ltd.:0.00156 S.T. Corporation:0.00156 Montana State University:0.00156 Plextronics Inc.:0.00156 Nano-C Inc.:0.00156 SEMICONDUCTOR COMPONENTS INDUSTRIES LLC:0.00156 Futaba Corporation:0.00156 OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA):0.00156 COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES:0.00156 Nitto Kogaku KK:0.00156 Koike Yashuhiro:0.00156 Hitachi Industrial Equipment System Co.:0.00156 Nippon Steel & Sumikin Stainless Steel Corporation:0.00156 Board of Regents of the University of Oklahoma:0.00156 Phononic Devices Inc.:0.00156 Daimler-Benz AG:0.00156 Ford Motor Company:0.00156 IMRA America Inc.:0.00156 The Regents of the University of Colorado a body corporate:0.00156 EchoStar Technologies L.L.C.:0.00156 DISH Network L.L.C.:0.00156 KWANSEI GAKUIN EDUCATIONAL FOUNDATION:0.00156 TOYO TANSO CO. LTD.:0.00156 Furukawa Co. Ltd.:0.00156 Tohoku Techno Arch Co. Ltd.:0.00156 Baxter International Inc.:0.00156 Baxter Healthcare S.A.:0.00156 Nujira Limited:0.00156 Skyworks Solutions Inc.:0.00156 Nantong Ya Tai Candle Arts & Crafts Co. Ltd.:0.00156 Shanghai Q Mall & Co. Ltd.:0.00156 Giant Electric Vehicle Kunshan Co. Ltd.:0.00156 National Yunlin University of Science and Technology:0.00156 CSP-Innovazione Nelle ICT Scarl:0.00156 S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A.:0.00156 Legrand France:0.00156 Legrand SNC:0.00156 Dolby Laboratories Licensing Corporation:0.00156 Dolby International AB:0.00156 National Taipei University of Technology:0.00156 Phansco Corp.:0.00156 AT&T MOBILITY II LLC:0.00156 AT&T INTELLECTUAL PROPERTY I L.P.:0.00156 Oxford Instruments Ltd.:0.00156 Oxford Instruments AFM Inc:0.00156 Fundació Institut de Ciències Fotòniques:0.00156 Consejo Superior de Investigaciones Cientificas:0.00156 X-Body Inc.:0.00156 The Board of Trustees of the University of Illinois:0.00156 Toyoda Gosei Co. Ltd.:0.00156 Sumita Optical Glass Inc.:0.00156 Los Alamos National Security LLC:0.00156 Sharp Corporation:0.00156 NCKU Research & Development Foundation:0.00156 Himax Technologies Limited:0.00156 Shinko Electric Industries Co. Ltd.:0.00156 Taiyo Yuden Co. Ltd.:0.00156 The George Washington University:0.00156 The United States of America as represented by the Secretary of the Navy:0.00156 Airbus Operations SAS:0.00156 02Micro:0.00156 Ricoh Company Ltd.:0.00156 Sijtechnology Inc.:0.00156 Moxtek Inc.:0.00156 Brigham Young University:0.00156 Shenzhen Jiawei Photovoltaic Lighting Co. Ltd.:0.00156 Light-Core Limited:0.00156 Corning Incorporated:0.00156 S.O.I. Tec Silicon On Insulator Technologies:0.00156 SIEMENS ENERGY INC.:0.00156 Arkansas Power Electronics International Inc.:0.00156 The Chinese University of Hong Kong:0.00156 CITY UNIVERSITY OF HONG KONG:0.00156 Regents of the University of Minnesota:0.00156 Life Services LLC:0.00156 FIAT POWERTRAIN TECHNOLOGIES S.P.A.:0.00156 FPT INDUSTRIAL S.P.A.:0.00156 Murata Machinery Ltd.:0.00156 The Doshisha:0.00156 JNC Petrochemical Corporation:0.00156 JNC Corporation:0.00156 People & Give Co. Ltd.:0.00156 Global and Creative Partnership:0.00156 Universal Scientific Industrial Co. Ltd.:0.00156 Universal Global Scientific Industrial Co. Ltd.:0.00156 Gaslow International Limited:0.00156 Dong Guan Apsun Lighting Technology Co. Ltd:0.00156 LG INNOTEK CO. LTD.:0.00156 LG Electronics Inc.:0.00156 National Applied Research Laboratories:0.00156 MFC Sealing Technology Co. Ltd.:0.00156 Molex Japan Co. Ltd.:0.00156 Advantest Corporation:0.00156 VisEra Technologies Company Limited:0.00156 OmniVision Technologies Inc.:0.00156 Dow Corning Corporation:0.00156 Dow Corning Toray Co. Ltd.:0.00156 Nippon Telegraph and Telephone Corporation:0.00156 NTT Electronics Corporation:0.00156 Gigaphoton Inc.:0.00156 Komatsu Ltd.:0.00156 Savannah River Nuclear Solutions LLC:0.00156 Fisk University:0.00156 Rockwell Automation Technologies Inc.:0.00156 Rockwell Automation Safely AG:0.00156 Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction:0.00156 Techno Sugaya Co. Ltd.:0.00156 UNIVERSITE DE LIEGE:0.00156 Cockerill Maintenance & Ingénierie S.A.:0.00156 The University of Maryland:0.00156 Calabatas Creek Research Inc.:0.00156 United Microelectronic Corp.:0.00156 Lam Research Corporation:0.00156 Jang Soon Park:0.00156 Baiksan OPC Co. Ltd.:0.00156 Casio Computer Co. Ltd.:0.00156 CASIO ELECTRONICS MANUFACTURING CO. LTD.:0.00156 Regal Beloit America Inc.:0.00156 Regal Beloit Australia Pty Ltd:0.00156 E-NETPIC.COM Inc.:0.00156 Epic Communications Inc.:0.00156 Battlefield Telecommunications Systems LLC:0.00156 Purdue Research Foundation:0.00156 North American Lighting Inc.:0.00156 Toyota Motor Engineering & Manufacturing North America Inc.:0.00156 University of Central Florida Research Foundation Inc.:0.00156 sdPhotonics LLC:0.00156 Airbus Operations GmbH:0.00156 GOODRICH LIGHTING SYSTEMS GMBH:0.00156 Hilti Aktiengesellschaft:0.00156 ESW GmbH:0.00156 Bruker HTS GmbH:0.00156 Oswald Elektromotoren GmbH:0.00156 Chung-Hsin Electric & Machinery Mfg. Corp.:0.00156 Wuhan Haixinneng Electric Limited Company:0.00156 Albert-Ludwigs Universitat Freiburg:0.00156 Micronas GmbH:0.00156 Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.):0.00156 Guardian Industries Corp.:0.00156 Tyco Electronics Belgium EC BVBA:0.00156 TE Connectivity Nederland B.V.:0.00156 U-Shin Ltd.:0.00156 Mazda Motor Corporation:0.00156 West Corporation:0.00156 Dongguan Masstop Liquid Crystal Display Co. Ltd.:0.00156 Synopsys Inc.:0.00156 Synopsys Taiwan Co. Ltd.:0.00156 CDT OXFORD LIMITED:0.00156 CAMBRIDGE DISPLAY TECHNOLOGY LIMITED:0.00156 Mitsubishi Jidosha Kogyo Kabushiki Kaisha:0.00156 Mitsubishi Jidosha Engineering Kabushiki Kaisha:0.00156 Toyota Boshoku Kabushiki Kaisha:0.00156 Toyota Shatai Kabushiki Kaisha:0.00156 Peking University Founder Group Co. Ltd.:0.00156 Founder Microelectronics International Co. Ltd.:0.00156 Texas Instruments Deutschland GmbH:0.00156 Texas Instruments Incorporated:0.00156 American Air Liquide Inc.:0.00156 L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause:0.00156 Fu An Industrial Co. Ltd.:0.00156 Get Auto Accessories Co. Ltd.:0.00156 UNIVERSITY OF NEBRASKA BOARD OF REGENTS:0.00156 J.A. Woollam Co. Inc.:0.00156 Topmore Technology Inc.:0.00156 Aptos Technology Inc.:0.00156
cc=nx.connected_components(G)
list_components=[]
for i in cc:
print(i,len(i))
comp=[]
for j in i:
comp.append(j)
list_components.append(comp)
{'Nikkindenji Kogyo Co. Ltd.', 'Shinto Holdings Co. Ltd.'} 2
{'HITACHI KOKUSAI ELECTRIC INC.', "L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude"} 2
{'Centre Nationale de la Recherche Scientifique (CNRS)', 'JAPAN DISPLAY INC.', 'Leibniz-Institut fur Polymerforschung Dresden e.V.', 'Sony Côrporation', 'Hitachi Device Engineering Co. Ltd.', 'Matheson Tri-Gas', 'Societe Francaise de Detecteurs Infrarouges - SOFRADIR', 'OLYMPUS CORPORATION', 'Georgia Tech Research Corp.', 'SNU R&DB FOUNDATION', 'Hynix Semiconductor Inc.', 'The Hong Kong University of Science and Technology', 'Fuji Electric Co. Ltd.', 'Kobe Steel Limited', 'TOSHIBA MATERIALS CO. LTD.', 'Autonetworks Technologies Ltd.', 'The President and Fellows of Harvard College', 'Tokyo Institute of Technology', 'Cambridge Enterprise Limited', 'Kyushu University National University Corporation', 'Hitachi Tohbu Semiconductor Ltd.', 'King Abdulaziz City Science and Technology', 'MACRONIX INTERNATIONAL CO. LTD.', 'Kyocera Corporation', 'Advics Co. Ltd.', 'GLOBAL FOUNDRIES INC.', 'SONY PICTURES TECHNOLOGIES INC.', 'Kansai University', 'INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY', 'The University of Tokyo', 'Dacom Corporation', 'STMicroelectronics (Mala) Ltd', 'Spansion LLC', "COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'Kyoto University', 'Teledyne Scientific & Imaging LLC', 'Stanley Electric Co. Ltd.', 'Semiconductor Technology Academic Research Center', 'Schlumberger Technology Corporation ', 'Hino Motors Ltd.', 'Korea Advanced Institue of Science & Technology', 'KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS', 'Fuji Electric FA Components & Systems Co. Ltd.', 'IMEC', 'Advanced Micro Devices Inc.', 'Tokyo Electron Limited', 'Dongwon Systems Corporation', 'Stichting National Lucht-En Ruimtevaart Laboratorium', 'Murata Manufacturing Co. Ltd.', 'Plastic Logic Limited', 'Denso Corporation', 'Asahi Kasei Microdevices Corporation', 'Seoul National University Industry Foundation', 'Industry-Academic Cooperation Foundation', 'UNIVERSITE CLAUDE BERNARD LYON I', 'SL Lighting Corporation', 'Samsung Techwin Co. Ltd.', 'Sumitomo Electric Industries Ltd.', 'Ishikawajima-Harima Heavy Industries Co. Ltd.', 'Taiwan Semiconductor Manufacturing Company Ltd.', 'SK Telecom Co. Ltd.', 'Honda Motor Co. Ltd.', 'IMEC VZW', 'Soongsil University Foundation of University-Industry Cooperation', 'TOSHIBA TEC KABUSHIKI KAISHA', 'MEDTRONIC INC.', 'Chichibu Fuji Co. Ltd.', 'Sumitomo Electric Toyama Co. Ltd.', 'STMICROELECTRONICS S.R.L.', 'The Board of Trustees of the Leland Stanford Junior University', 'Oncotech Inc.', 'Toyota Jidosha Kabushiki Kaisha', 'Kabushiki Kaisha Toyota Jidoshokki', 'GLOBALFOUNDRIES Inc.', 'ITT Corporation', 'STMicoelectronics (Grenoble 2) SAS', 'Shinshu University', 'AISIN SEIKI KABUSHIKI KAISHA', 'DENSO International America Inc.', 'STMicroelectronics International N.V.', 'Rohm Co. Ltd.', 'STMICROELECTRONICS (CROLLES 2) SAS', 'Sharp Kabushiki Kaisha', 'Elpidia Memory Inc.', 'Sony Mobile Communications Inc.', 'Tris Inc.', 'Koito Manufacturing Co. Ltd.', 'Nanyang Technological University', 'Toshiba Lightning & Technology Corporation', 'Centre National de la Recherche Scientifique (CNRS)', 'Massachusetts Institute of Technology', 'Tokyo Electric Power Company Incorporated', 'Toshiba Industrial Products Manufacturing Corporation', 'Sumitomo Electric Sintered Alloy Ltd.', 'Intermolecular Inc.', 'SEMICONDUCTOR ENERGY LABORATORY CO. LTD.', 'Applied Materials Inc.', 'TECHNOVA INC.', 'Universal Display Corporation', 'SanDisk 3D LLC', 'Korean Broadcasting System', 'Henkel Corporation', 'Lintec Corporation', 'FREESCALE SEMICONDUCTOR INC.', 'Aisin AW Co. Ltd.', 'Tadahiro Ohmi', 'Olympus Imaging Corp.', 'SAE Magnetics (H.K.) Ltd.', 'King Abdulaziz City for Science and Technology', 'France and Universitat de les Illes Balears', 'Samsung Electronics Co. Ltd.', 'STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.', 'Finewell Co. Ltd.', 'SK hynix Inc.', 'Keihin Corporation', 'Asmo Co. Ltd.', 'National University of Singapore', 'CNRS-Centre National de la Recherche Scientifique', 'Cheil Industries Inc.', 'Yamato Electronic Co. Ltd.', 'TDK Korea Corporation', 'Tel Solar AG', 'University of Macau', 'Nihon Colmo Co. Ltd.', 'Universite Montpellier 2 Sciences et Techniques', 'Hyundai Motor Japan R&D Center', 'Conti Temic microelectronic GmbH', 'Foundation for Advancement of International Science', 'University of Seoul Industry Cooperation Foundation', 'Japan Science and Technology Agency', 'Universite Joseph Fourier', 'Institut Ploytechnique de Grenoble', 'Yutaka Giken Co. Ltd.', 'KONICA MINOLTA INC.', 'Electronics and Telecommunications Research Institute', 'INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', 'Industry-Academic Cooperation Foundation Yonsei University', 'Sungkyunkwan University Foundation for Corporate Collaboration', 'Industry-University Cooperation Foundation Hanyang University', 'Global Unichip Corp.', 'Cornell University', 'NEC Tokin Corporation', 'National Institute of Advanced Industrial Science and Technology', 'National University Corporation Nagoya University', 'Seiko Epson Corporation', 'MITSUBISHI HEAVY INDUSTRIES LTD.', 'BAY ZU PRECISION CO. LTD.', 'France/Ecole Normale Seperieure de Cachan', 'Kyungpook National University Industry Academic Cooperation Foundation', 'Toshiba Lighting & Technology Corporation', 'ATI Technologies Inc.', 'Osaka University', 'LG Hausys Ltd.', 'Q1 Nanosystems Inc', 'KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 'Konkuk University Industrial Cooperation Corp.', 'UD Trucks Corporation', 'Renesas Electronics Corporation', 'Tanaka Kikinzoku Kogyo K.K.', 'Myunghwa Ind. Co. Ltd.', 'Panasonic Corporation', 'Seiko NPC Corporation', 'KATHOLIEKE UNIVERSITEIT LEUVEN', 'University of Massachusetts', 'Hitachi Displays Ltd.', 'TDK Corporation', 'FURUKAWA AUTOMOTIVE SYSTEMS INC.', 'STMICROELECTRONICS ASIA PACIFIC PTE. LTD.', 'Toshiba America Electronic Components Inc.', 'Infineon Technologies AG', 'Tocalo Co. Ltd.', 'Korea University of Technology and Education Industry-University Cooperation Foundation', 'WASEDA UNIVERSITY', 'FURUKAWA MAGNET WIRE CO. LTD.', 'Katholieke Universiteit Leuven K.U. Leuven R&D', 'GENITECH INC.', 'Olympus Medical Systems Corp.', 'Sanken Electric Co. Ltd.', 'ASML Netherlands B.V.', 'ISORG', 'SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION', 'GLOBALFOUNDRIES Singapore Pte. Ltd.', 'Central Research Institute of Electric Power Industry', 'Dongguk University Industry-Academic Cooperation Foundation', 'Hamamatsu Photonics K.K.', 'Sumitomo Rubber Industries Ltd. ', 'Toshiba Medical Systems Corporation', 'Sumitomo Wiring Systems Ltd.', 'Dainippon Screen Mfg. Co. Ltd.', 'Sôny Electronics Inc.', 'Panasonic Liquid Crystal Display Co. Ltd.', 'Yoshitaka Sugawara', 'Kia Motors Corporation', 'Tohoku University', 'SCK.-CEN', 'Raytheon Company', 'Hyundai Motor Company', 'HYUNDAI MOBIS CO. LTD.', 'Grandis Inc.', 'Showa Denko K.K.', 'The Furukawa Electric Co. Ltd.', 'Nissan Motor Co. Ltd.', 'Korea Electric Power Corporation', 'Hitachi Yonezawa Electronics Co. Ltd.', 'Sumitomo Electric Device Innovations Inc.', 'STMicroelectronics Limited', 'Sila Nanotechnologies Inc.', 'Elpida Memory Inc.', 'Phillips Screw Company', 'Funai Electric Advanced Applied Technology Research Institute Inc.', 'Universiteit Gent', 'The Regents of the University of California', 'Sumitomo Chemical Company Limited', 'Korea Institute of Science & Technology', 'Fujikin Incorporated', 'The Furukawa Electric Company Ltd.', 'STMicroelectronics (Research & Development) Limited', 'Il Heung Co. Ltd.', 'Toshiba Electron Tubes & Devices Co. Ltd.', 'TS Tech Co. Ltd.', 'Princeton University Office of Technology and Trademark Licensing', 'Beth Israel Deaconess Medical Center Inc.', 'The Charles Stark Draper Laboratory Inc.', 'NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY', 'Samsung Display Co. Ltd.', 'STMicroelectronics (Grenoble 2) SAS', 'STMicroeletronics Inc.', 'Sumitomo Metal Mining Co. Ltd.', 'Sony Computer Entertainment Inc.', 'Postech Academy-Industry Foundation Postech Univ. of Science and Technology', 'Sumitomo Bakelite Co. Ltd.', 'Hitachi ULSI Systems Co. Ltd.', 'Nippon Soken Inc.', 'Kabushiki Kaisha Toshiba', 'Kobelco Construction Machinery Co. Ltd.', 'International Business Machines Corporation', 'Headway Technologies Inc.', 'National University Corporation Toyohashi University of Technology'} 238
{'ACER INCORPORATED', 'LIANHONG TECHNOLOGY CO. LTD'} 2
{'Canon Kabushiki Kaisha', 'CANON PRECISION INC.', 'Taiheiyo Cement Corporation', 'Nihon Ceratec Co. Ltd.'} 4
{'MATERIALS ANALYSIS TECHNOLOGY INC.', 'National Health Research Institutes'} 2
{'INVENTEC (PUDONG) TECHNOLOGY CORPORATION', 'Intel Corporation', 'Chandler Systems Inc.'} 3
{'Dynalloy Inc', 'GM Global Technology Operations Inc.'} 2
{'BEIJING BOE DISPLAY TECHNOLOGY CO. LTD.', 'CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.', 'Suzhou Boe Chatani Electronics Co. Ltd.', 'Beijing Asahi Glass Electronics Co. Ltd.', 'BOE TECHNOLOGY GROUP CO. LTD.', 'HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD.'} 6
{'Cummins PowerGen IP Inc.', 'CUMMINS CAL PACIFIC LLC'} 2
{'State Grid Corporation of China', 'XJ Group Corporation'} 2
{'Volex PLC', 'Applied Micro Circuits Corporation'} 2
{'Scientific Analysis Instruments Ltd.', 'Advins Inc.'} 2
{'Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd.', 'Tsinghua University', 'Nuctech Company Limited', 'Hon Hai Precsion Industry Co. Ltd.', 'Fu Tai Hua Industry (Shenzhen) Co. Ltd.', 'Fu Tai Industry (Shenzhen) Co. Ltd.', 'Hon Hai Precision Industry Co. Ltd.', 'Hong Fu Precision Industry (ShenZhen) Co. Ltd.'} 8
{'Solutions Holdings Corporation', 'Toshiba Global Commerce'} 2
{'Sloan-Kettering Institute for Cancer Research', 'Varian Medical Systems Inc.'} 2
{'University of California ', 'GSI', 'Lawrence Livermore National Security LLC.'} 3
{'Tyco Electronics Raychem GmbH', 'Tyco Electronics Corporation', 'Tyco Electronics Svenska Holdings AB', 'Tyco Electronics Singapore PTE Ltd.', 'Tyco Electronics Holdings (Bermuda) No. 7 Ltd.', 'Tyco Electronics Japan G.K.', 'Tyco Electronics Amp Korea Ltd.', 'Tyco Electronics AMP Espana SA', 'TE Connectivity India Private Limited'} 9
{'FIH (Hong Kong) Limited', 'Chi Mei Communication Systems Inc.', 'Shenzhen Futaihong Precision Industry Co. Ltd.'} 3
{'NANOHOLDINGS LLC', 'University of Florida Research Foundation Inc.'} 2
{'Golden Crown New Energy (HK) Limited', 'Suzhou Golden Crown New Energy Co. Ltd'} 2
{'Mitsubishi Metal Corporation', 'Ulvac Inc.', 'Saga Sanyo Industries Co. Ltd.', 'Sanyo Electric Co. Ltd.', 'Sanyo Technology Center (Shenzhen) Co. Ltd.'} 5
{'Hitachi High-Technologies Corporation', 'Hitachi Mito Engineering Co. Ltd.', 'Hitachi Ltd.', 'Shin-Kobe Electric Machinery Co. Ltd.'} 4
{'Postech Foundation', 'Seoul Opto Device Co. Ltd.'} 2
{'Xiangtan Electric Manufacturing Co. Ltd.', 'Xiangtan Liyuan Electric Tooling Co. Ltd.'} 2
{'Molecular Sensing Inc.', 'Vanderbilt University'} 2
{'Hitachi Metals Ltd.', 'Neomax Materials Co. Ltd.'} 2
{'Qiuye Sun', 'Northeastern University', 'Mersen USA Newburyport-MA LLC'} 3
{'KINPO ELECTRONICS INC.', 'Cal-Comp Electronics & Communications Company Limited', 'Cal-Comp Precision (Singapore) Limited'} 3
{'CITIZEN HOLDINGS CO. LTD.', 'Citizen Electronics Co. Ltd.'} 2
{'Curators of the University of Missouri ', 'Integral Laser Solutions Inc.'} 2
{'Silergy Technology', 'Silergy Semiconductor Technology (Hangzhou) LTD'} 2
{'SunEdison Semiconductor Limited (UEN201334164H)', 'KBC RESEARCH FOUNDATION PVT. LTD.'} 2
{'Lextar Electronics Corporation', 'Lextar Electronics Corp.'} 2
{'H-Tech LLC', 'SRI Hermatics Inc.'} 2
{'Hydrogenics Corporation', 'American Power Conversion Corporation'} 2
{'Alpine Electronics Inc.', 'Blueprint Acoustics Pty Ltd.'} 2
{'Andong National University Industry Academic Cooperation Foundation', 'JC Protek Co. Ltd.'} 2
{'University of Tennessee Research Foundation', 'YALE UNIVERSITY', 'UT-Battelle LLC', 'The Regents of the University of Colorado', 'University of Utah Research Foundation', 'National Institute of Standards and Technology'} 6
{'Shimadzu Corporation', 'Shimadzu Research Laboratory (Shanghai) Co. Ltd.'} 2
{'FCI', 'FCI Americas Technology Inc.'} 2
{'Askey Technology (Jiangsu) Ltd.', 'Askey Computer Corp.'} 2
{'Toppan Printing Co. Ltd.', 'Advantest Corp.'} 2
{'FSP TECHNOLOGY INC.', 'FSP-Powerland Technology Inc.'} 2
{'Koninklijke Philips Electronics N.V.', 'KONINKLIJKE PHILIPS N.V.', 'Philips Lumileds Lighting Company LLC'} 3
{'Utility Relay Company', 'Kirk Key Interlock Company LLC'} 2
{'Eastfield Corporation', 'Peak Power & Mfg. Inc.'} 2
{'Mahle International GmbH', 'Volkswagon AG', 'iHi CHARGING SYSTEMS INTERNATIONAL GMBH'} 3
{'Nippon Chemical Industrial Co. Ltd.', 'Fuji Jukogyo Kabushiki Kaisha'} 2
{'MELEXIS TECHNOLOGIES NV', 'X-FAB SEMICONDUCTOR FOUNDRIES AG'} 2
{'Bubble Technologies Industries Inc.', 'Spicer Technology Inc.'} 2
{'American Audio Components Inc.', 'AAC Acoustic Technologies (Shenzhen) Co. Ltd.', 'AAC Technologies Holdings Inc.'} 3
{'J & S Electronics Inc.', 'Jae Taiwan Ltd.', 'Japan Aviation Electronics Industry Ltd.'} 3
{'Tatung Company', 'Tatung University'} 2
{'Texas Micro Inc.', 'Board of Regents University of Texas System'} 2
{'Korea University Research and Business Foundation', 'SK Hynic Inc.'} 2
{'IHI AEROSPACE CO. LTD.', 'SINFONIA TECHNOLOGY CO. LTD.'} 2
{'Samsund SDI Co. Ltd.', 'Robert Bosch GmbH', 'Samsung SDI Co. Ltd.'} 3
{'Telaris Inc.', 'Dow Global Technologies Inc.', 'California Institute of Technology'} 3
{'Suzuki Motor Corporation ', 'Lithium Energy Japan'} 2
{'Adesto Technologies France SARL', 'Altis Semiconductor', 'Adesto Technologies Corporation'} 3
{'Fujitsu Semiconductor Limited', 'Fujitsu Component Limited', 'Fujitsu Limited'} 3
{'Power Digital Delight Co. Ltd.', 'Easthill Industrial Co. Ltd.'} 2
{'LAAS-CNRE', 'Atmel Rousset S.A.S.'} 2
{'Foxconn Technology Co. Ltd.', 'CHAMP TECH OPTICAL (FOSHAN) CORPORATION', 'FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD.'} 3
{'Kokichi Terajima', 'Xinhongzhou Precision Technology Co. Ltd', 'Micro Win Tech Inc.', 'LARGAN PRECISION CO. LTD.'} 4
{'Techsign Light Panel Co. Ltd.', 'Kowa Company Ltd.'} 2
{'ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES', 'ECOLE POLYTECHNIQUE'} 2
{'Satori S-Tech Co. Ltd.', 'Maytag Corporation'} 2
{'Priestman Goode', 'Cambridge Design Partnership LLP'} 2
{'Caterpillar Global Mining LLC', 'Siémens Aktiengesellschaft', 'Duke University', 'Massachusetts General Hospital', 'Siemens Industry Inc.', 'Siemens Medical Solutions USA Inc.'} 6
{'Mitsubishi Electric Corporation', 'Tohoku Pioneer Corporation', 'Pioneer Corporation'} 3
{'BYD Company Limited', 'SHENZHEN BYD AUTO R&D COMPANY LIMITED'} 2
{'Hayterzlab', 'Heiwa'} 2
{'Champion Elite Company Limited', 'Midas Wei Trading Co. Ltd.'} 2
{'Micro Motion Technology Co. Ltd.', 'Korea Research Institute of Standards and Science'} 2
{'Montana State University', 'S.T. Corporation'} 2
{'Nano-C Inc.', 'Plextronics Inc.'} 2
{'SEMICONDUCTOR COMPONENTS INDUSTRIES LLC', 'Futaba Corporation'} 2
{"OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA)", "COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES"} 2
{'Nitto Kogaku KK', 'Koike Yashuhiro'} 2
{'Nippon Steel & Sumikin Stainless Steel Corporation', 'Hitachi Industrial Equipment System Co.'} 2
{'NASA an agency of the United States', 'NASA', 'NthDegree Technologies Worldwide Inc.'} 3
{'Board of Regents of the University of Oklahoma', 'Phononic Devices Inc.'} 2
{'Daimler-Benz AG', 'Ford Motor Company'} 2
{'The Regents of the University of Colorado a body corporate', 'IMRA America Inc.'} 2
{'DISH Network L.L.C.', 'EchoStar Technologies L.L.C.'} 2
{'TOYO TANSO CO. LTD.', 'KWANSEI GAKUIN EDUCATIONAL FOUNDATION'} 2
{'Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V.', 'Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V.', 'Carl Zeiss Microscopy GmbH', 'Deutsches Krebsforschungszentrum'} 4
{'Tohoku Techno Arch Co. Ltd.', 'Furukawa Co. Ltd.'} 2
{'Ecole Polytechnique Federale de Lausanne (EPFL)', 'Bruker BioSpin GmbH', 'Ecole Polytechnique Fédérale de Lausanne'} 3
{'Baxter Healthcare S.A.', 'Baxter International Inc.'} 2
{'Skyworks Solutions Inc.', 'Nujira Limited'} 2
{'Shanghai Q Mall & Co. Ltd.', 'Nantong Ya Tai Candle Arts & Crafts Co. Ltd.'} 2
{'Giant Electric Vehicle Kunshan Co. Ltd.', 'National Yunlin University of Science and Technology'} 2
{'The Trustees of Princeton University', 'Battelle Memorial Institute', 'VORBECK MATERIALS CORPORATION'} 3
{'CSP-Innovazione Nelle ICT Scarl', "S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A."} 2
{'Legrand France', 'Legrand SNC'} 2
{'Dolby Laboratories Licensing Corporation', 'Dolby International AB'} 2
{'Phansco Corp.', 'National Taipei University of Technology'} 2
{'AT&T MOBILITY II LLC', 'AT&T INTELLECTUAL PROPERTY I L.P.'} 2
{'Oxford Instruments AFM Inc', 'Oxford Instruments Ltd.'} 2
{'Fundació Institut de Ciències Fotòniques', 'Consejo Superior de Investigaciones Cientificas'} 2
{'The Board of Trustees of the University of Illinois', 'X-Body Inc.'} 2
{'NEC Access Technica Ltd.', 'NEC Corporation', 'NEC Engineering Ltd.', 'NEC Energy Devices Ltd.'} 4
{'Toyoda Gosei Co. Ltd.', 'Sumita Optical Glass Inc.'} 2
{'Colonial Plastics Inc.', 'Afton Chemical Corporation', 'Ford Global Technologies LLC'} 3
{'Sharp Corporation', 'Los Alamos National Security LLC'} 2
{'NCKU Research & Development Foundation', 'Himax Technologies Limited'} 2
{'LedLink Optics Inc.', 'Yang Zhou LedLink Optics Co. Ltd.', 'Ledlink Optics (Dong Guan) Co. Ltd.'} 3
{'Shinko Electric Industries Co. Ltd.', 'Taiyo Yuden Co. Ltd.'} 2
{'The United States of America as represented by the Secretary of the Navy', 'The George Washington University'} 2
{'Airbus Operations SAS', '02Micro'} 2
{'Ricoh Company Ltd.', 'Sijtechnology Inc.'} 2
{'Brigham Young University', 'Moxtek Inc.'} 2
{'Shenzhen Jiawei Photovoltaic Lighting Co. Ltd.', 'Light-Core Limited'} 2
{'S.O.I. Tec Silicon On Insulator Technologies', 'Corning Incorporated'} 2
{'Arkansas Power Electronics International Inc.', 'SIEMENS ENERGY INC.'} 2
{'The Chinese University of Hong Kong', 'CITY UNIVERSITY OF HONG KONG'} 2
{'Inventec Appliances Corp.', 'Inventec Appliances (Pudong) Corporation', 'Inventec Appliances (Shanghai) Co. Ltd.'} 3
{'Regents of the University of Minnesota', 'Life Services LLC'} 2
{'FPT INDUSTRIAL S.P.A.', 'FIAT POWERTRAIN TECHNOLOGIES S.P.A.'} 2
{'Innocom Technology (Shenzhen) Co. Ltd.', 'Chimei Innolux Corporation', 'INNOLUX CORPORATION'} 3
{'The Doshisha', 'Murata Machinery Ltd.'} 2
{'JNC Corporation', 'JNC Petrochemical Corporation'} 2
{'People & Give Co. Ltd.', 'Global and Creative Partnership'} 2
{'Universal Global Scientific Industrial Co. Ltd.', 'Universal Scientific Industrial Co. Ltd.'} 2
{'Dong Guan Apsun Lighting Technology Co. Ltd', 'Gaslow International Limited'} 2
{'LG Electronics Inc.', 'LG INNOTEK CO. LTD.'} 2
{'National Applied Research Laboratories', 'MFC Sealing Technology Co. Ltd.'} 2
{'Industrial Technology Research Institute', 'Richtek Technology Corporation', 'National Chiao Tung University', 'Torchlight Technology Co. Ltd.'} 4
{'Advantest Corporation', 'Molex Japan Co. Ltd.'} 2
{'VisEra Technologies Company Limited', 'OmniVision Technologies Inc.'} 2
{'Dow Corning Toray Co. Ltd.', 'Dow Corning Corporation'} 2
{'Nippon Telegraph and Telephone Corporation', 'NTT Electronics Corporation'} 2
{'Komatsu Ltd.', 'Gigaphoton Inc.'} 2
{'Savannah River Nuclear Solutions LLC', 'Fisk University'} 2
{'Rockwell Automation Safely AG', 'Rockwell Automation Technologies Inc.'} 2
{'Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction', 'Techno Sugaya Co. Ltd.'} 2
{'Cockerill Maintenance & Ingénierie S.A.', 'UNIVERSITE DE LIEGE'} 2
{'The University of Maryland', 'Calabatas Creek Research Inc.'} 2
{'United Microelectronic Corp.', 'Lam Research Corporation'} 2
{'Jang Soon Park', 'Baiksan OPC Co. Ltd.'} 2
{'Casio Computer Co. Ltd.', 'CASIO ELECTRONICS MANUFACTURING CO. LTD.'} 2
{'Regal Beloit America Inc.', 'Regal Beloit Australia Pty Ltd'} 2
{'Matsugaki Chemical Industries Co. Ltd.', 'Shin-Etsu Chemical Co. Ltd.', 'Shin-Etsu Handotai Co. Ltd.'} 3
{'Silitek Electronic (Guangzhou) Co. Ltd.', 'LITE-ON ELECTRONICS (GUANGZHOU) LIMITED', 'Lite-On Technology Corp.'} 3
{'Epic Communications Inc.', 'E-NETPIC.COM Inc.'} 2
{'Battlefield Telecommunications Systems LLC', 'Purdue Research Foundation'} 2
{'Toyota Motor Engineering & Manufacturing North America Inc.', 'North American Lighting Inc.'} 2
{'University of Central Florida Research Foundation Inc.', 'sdPhotonics LLC'} 2
{'Airbus Operations GmbH', 'GOODRICH LIGHTING SYSTEMS GMBH'} 2
{'Hilti Aktiengesellschaft', 'ESW GmbH'} 2
{'Bruker HTS GmbH', 'Oswald Elektromotoren GmbH'} 2
{'Wuhan Haixinneng Electric Limited Company', 'Chung-Hsin Electric & Machinery Mfg. Corp.'} 2
{'Albert-Ludwigs Universitat Freiburg', 'Micronas GmbH'} 2
{'Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.)', 'Guardian Industries Corp.'} 2
{'TE Connectivity Nederland B.V.', 'Tyco Electronics Belgium EC BVBA'} 2
{'Mazda Motor Corporation', 'U-Shin Ltd.'} 2
{'Dongguan Masstop Liquid Crystal Display Co. Ltd.', 'West Corporation'} 2
{'Synopsys Inc.', 'Synopsys Taiwan Co. Ltd.'} 2
{'CDT OXFORD LIMITED', 'CAMBRIDGE DISPLAY TECHNOLOGY LIMITED'} 2
{'Mitsubishi Jidosha Kogyo Kabushiki Kaisha', 'Mitsubishi Jidosha Engineering Kabushiki Kaisha'} 2
{'Toyota Shatai Kabushiki Kaisha', 'Toyota Boshoku Kabushiki Kaisha'} 2
{'Founder Microelectronics International Co. Ltd.', 'Peking University Founder Group Co. Ltd.'} 2
{'Texas Instruments Deutschland GmbH', 'Texas Instruments Incorporated'} 2
{"L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause", 'American Air Liquide Inc.'} 2
{'Get Auto Accessories Co. Ltd.', 'Fu An Industrial Co. Ltd.'} 2
{'J.A. Woollam Co. Inc.', 'UNIVERSITY OF NEBRASKA BOARD OF REGENTS'} 2
{'Aptos Technology Inc.', 'Topmore Technology Inc.'} 2
size_comp=[]
for i in list_components:
size_comp.append([len(i),i])
size_comp=sorted(size_comp,reverse=True)
print(size_comp[0])
[238, ['Centre Nationale de la Recherche Scientifique (CNRS)', 'JAPAN DISPLAY INC.', 'Leibniz-Institut fur Polymerforschung Dresden e.V.', 'Sony Côrporation', 'Hitachi Device Engineering Co. Ltd.', 'Matheson Tri-Gas', 'Societe Francaise de Detecteurs Infrarouges - SOFRADIR', 'OLYMPUS CORPORATION', 'Georgia Tech Research Corp.', 'SNU R&DB FOUNDATION', 'Hynix Semiconductor Inc.', 'The Hong Kong University of Science and Technology', 'Fuji Electric Co. Ltd.', 'Kobe Steel Limited', 'TOSHIBA MATERIALS CO. LTD.', 'Autonetworks Technologies Ltd.', 'The President and Fellows of Harvard College', 'Tokyo Institute of Technology', 'Cambridge Enterprise Limited', 'Kyushu University National University Corporation', 'Hitachi Tohbu Semiconductor Ltd.', 'King Abdulaziz City Science and Technology', 'MACRONIX INTERNATIONAL CO. LTD.', 'Kyocera Corporation', 'Advics Co. Ltd.', 'GLOBAL FOUNDRIES INC.', 'SONY PICTURES TECHNOLOGIES INC.', 'Kansai University', 'INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY', 'The University of Tokyo', 'Dacom Corporation', 'STMicroelectronics (Mala) Ltd', 'Spansion LLC', "COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 'Kyoto University', 'Teledyne Scientific & Imaging LLC', 'Stanley Electric Co. Ltd.', 'Semiconductor Technology Academic Research Center', 'Schlumberger Technology Corporation ', 'Hino Motors Ltd.', 'Korea Advanced Institue of Science & Technology', 'KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS', 'Fuji Electric FA Components & Systems Co. Ltd.', 'IMEC', 'Advanced Micro Devices Inc.', 'Tokyo Electron Limited', 'Dongwon Systems Corporation', 'Stichting National Lucht-En Ruimtevaart Laboratorium', 'Murata Manufacturing Co. Ltd.', 'Plastic Logic Limited', 'Denso Corporation', 'Asahi Kasei Microdevices Corporation', 'Seoul National University Industry Foundation', 'Industry-Academic Cooperation Foundation', 'UNIVERSITE CLAUDE BERNARD LYON I', 'SL Lighting Corporation', 'Samsung Techwin Co. Ltd.', 'Sumitomo Electric Industries Ltd.', 'Ishikawajima-Harima Heavy Industries Co. Ltd.', 'Taiwan Semiconductor Manufacturing Company Ltd.', 'SK Telecom Co. Ltd.', 'Honda Motor Co. Ltd.', 'IMEC VZW', 'Soongsil University Foundation of University-Industry Cooperation', 'TOSHIBA TEC KABUSHIKI KAISHA', 'MEDTRONIC INC.', 'Chichibu Fuji Co. Ltd.', 'Sumitomo Electric Toyama Co. Ltd.', 'STMICROELECTRONICS S.R.L.', 'The Board of Trustees of the Leland Stanford Junior University', 'Oncotech Inc.', 'Toyota Jidosha Kabushiki Kaisha', 'Kabushiki Kaisha Toyota Jidoshokki', 'GLOBALFOUNDRIES Inc.', 'ITT Corporation', 'STMicoelectronics (Grenoble 2) SAS', 'Shinshu University', 'AISIN SEIKI KABUSHIKI KAISHA', 'DENSO International America Inc.', 'STMicroelectronics International N.V.', 'Rohm Co. Ltd.', 'STMICROELECTRONICS (CROLLES 2) SAS', 'Sharp Kabushiki Kaisha', 'Elpidia Memory Inc.', 'Sony Mobile Communications Inc.', 'Tris Inc.', 'Koito Manufacturing Co. Ltd.', 'Nanyang Technological University', 'Toshiba Lightning & Technology Corporation', 'Centre National de la Recherche Scientifique (CNRS)', 'Massachusetts Institute of Technology', 'Tokyo Electric Power Company Incorporated', 'Toshiba Industrial Products Manufacturing Corporation', 'Sumitomo Electric Sintered Alloy Ltd.', 'Intermolecular Inc.', 'SEMICONDUCTOR ENERGY LABORATORY CO. LTD.', 'Applied Materials Inc.', 'TECHNOVA INC.', 'Universal Display Corporation', 'SanDisk 3D LLC', 'Korean Broadcasting System', 'Henkel Corporation', 'Lintec Corporation', 'FREESCALE SEMICONDUCTOR INC.', 'Aisin AW Co. Ltd.', 'Tadahiro Ohmi', 'Olympus Imaging Corp.', 'SAE Magnetics (H.K.) Ltd.', 'King Abdulaziz City for Science and Technology', 'France and Universitat de les Illes Balears', 'Samsung Electronics Co. Ltd.', 'STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.', 'Finewell Co. Ltd.', 'SK hynix Inc.', 'Keihin Corporation', 'Asmo Co. Ltd.', 'National University of Singapore', 'CNRS-Centre National de la Recherche Scientifique', 'Cheil Industries Inc.', 'Yamato Electronic Co. Ltd.', 'TDK Korea Corporation', 'Tel Solar AG', 'University of Macau', 'Nihon Colmo Co. Ltd.', 'Universite Montpellier 2 Sciences et Techniques', 'Hyundai Motor Japan R&D Center', 'Conti Temic microelectronic GmbH', 'Foundation for Advancement of International Science', 'University of Seoul Industry Cooperation Foundation', 'Japan Science and Technology Agency', 'Universite Joseph Fourier', 'Institut Ploytechnique de Grenoble', 'Yutaka Giken Co. Ltd.', 'KONICA MINOLTA INC.', 'Electronics and Telecommunications Research Institute', 'INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', 'Industry-Academic Cooperation Foundation Yonsei University', 'Sungkyunkwan University Foundation for Corporate Collaboration', 'Industry-University Cooperation Foundation Hanyang University', 'Global Unichip Corp.', 'Cornell University', 'NEC Tokin Corporation', 'National Institute of Advanced Industrial Science and Technology', 'National University Corporation Nagoya University', 'Seiko Epson Corporation', 'MITSUBISHI HEAVY INDUSTRIES LTD.', 'BAY ZU PRECISION CO. LTD.', 'France/Ecole Normale Seperieure de Cachan', 'Kyungpook National University Industry Academic Cooperation Foundation', 'Toshiba Lighting & Technology Corporation', 'ATI Technologies Inc.', 'Osaka University', 'LG Hausys Ltd.', 'Q1 Nanosystems Inc', 'KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 'Konkuk University Industrial Cooperation Corp.', 'UD Trucks Corporation', 'Renesas Electronics Corporation', 'Tanaka Kikinzoku Kogyo K.K.', 'Myunghwa Ind. Co. Ltd.', 'Panasonic Corporation', 'Seiko NPC Corporation', 'KATHOLIEKE UNIVERSITEIT LEUVEN', 'University of Massachusetts', 'Hitachi Displays Ltd.', 'TDK Corporation', 'FURUKAWA AUTOMOTIVE SYSTEMS INC.', 'STMICROELECTRONICS ASIA PACIFIC PTE. LTD.', 'Toshiba America Electronic Components Inc.', 'Infineon Technologies AG', 'Tocalo Co. Ltd.', 'Korea University of Technology and Education Industry-University Cooperation Foundation', 'WASEDA UNIVERSITY', 'FURUKAWA MAGNET WIRE CO. LTD.', 'Katholieke Universiteit Leuven K.U. Leuven R&D', 'GENITECH INC.', 'Olympus Medical Systems Corp.', 'Sanken Electric Co. Ltd.', 'ASML Netherlands B.V.', 'ISORG', 'SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION', 'GLOBALFOUNDRIES Singapore Pte. Ltd.', 'Central Research Institute of Electric Power Industry', 'Dongguk University Industry-Academic Cooperation Foundation', 'Hamamatsu Photonics K.K.', 'Sumitomo Rubber Industries Ltd. ', 'Toshiba Medical Systems Corporation', 'Sumitomo Wiring Systems Ltd.', 'Dainippon Screen Mfg. Co. Ltd.', 'Sôny Electronics Inc.', 'Panasonic Liquid Crystal Display Co. Ltd.', 'Yoshitaka Sugawara', 'Kia Motors Corporation', 'Tohoku University', 'SCK.-CEN', 'Raytheon Company', 'Hyundai Motor Company', 'HYUNDAI MOBIS CO. LTD.', 'Grandis Inc.', 'Showa Denko K.K.', 'The Furukawa Electric Co. Ltd.', 'Nissan Motor Co. Ltd.', 'Korea Electric Power Corporation', 'Hitachi Yonezawa Electronics Co. Ltd.', 'Sumitomo Electric Device Innovations Inc.', 'STMicroelectronics Limited', 'Sila Nanotechnologies Inc.', 'Elpida Memory Inc.', 'Phillips Screw Company', 'Funai Electric Advanced Applied Technology Research Institute Inc.', 'Universiteit Gent', 'The Regents of the University of California', 'Sumitomo Chemical Company Limited', 'Korea Institute of Science & Technology', 'Fujikin Incorporated', 'The Furukawa Electric Company Ltd.', 'STMicroelectronics (Research & Development) Limited', 'Il Heung Co. Ltd.', 'Toshiba Electron Tubes & Devices Co. Ltd.', 'TS Tech Co. Ltd.', 'Princeton University Office of Technology and Trademark Licensing', 'Beth Israel Deaconess Medical Center Inc.', 'The Charles Stark Draper Laboratory Inc.', 'NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY', 'Samsung Display Co. Ltd.', 'STMicroelectronics (Grenoble 2) SAS', 'STMicroeletronics Inc.', 'Sumitomo Metal Mining Co. Ltd.', 'Sony Computer Entertainment Inc.', 'Postech Academy-Industry Foundation Postech Univ. of Science and Technology', 'Sumitomo Bakelite Co. Ltd.', 'Hitachi ULSI Systems Co. Ltd.', 'Nippon Soken Inc.', 'Kabushiki Kaisha Toshiba', 'Kobelco Construction Machinery Co. Ltd.', 'International Business Machines Corporation', 'Headway Technologies Inc.', 'National University Corporation Toyohashi University of Technology']]
for i in size_comp[0][1]:
print(i)
Centre Nationale de la Recherche Scientifique (CNRS) JAPAN DISPLAY INC. Leibniz-Institut fur Polymerforschung Dresden e.V. Sony Côrporation Hitachi Device Engineering Co. Ltd. Matheson Tri-Gas Societe Francaise de Detecteurs Infrarouges - SOFRADIR OLYMPUS CORPORATION Georgia Tech Research Corp. SNU R&DB FOUNDATION Hynix Semiconductor Inc. The Hong Kong University of Science and Technology Fuji Electric Co. Ltd. Kobe Steel Limited TOSHIBA MATERIALS CO. LTD. Autonetworks Technologies Ltd. The President and Fellows of Harvard College Tokyo Institute of Technology Cambridge Enterprise Limited Kyushu University National University Corporation Hitachi Tohbu Semiconductor Ltd. King Abdulaziz City Science and Technology MACRONIX INTERNATIONAL CO. LTD. Kyocera Corporation Advics Co. Ltd. GLOBAL FOUNDRIES INC. SONY PICTURES TECHNOLOGIES INC. Kansai University INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY The University of Tokyo Dacom Corporation STMicroelectronics (Mala) Ltd Spansion LLC COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES Kyoto University Teledyne Scientific & Imaging LLC Stanley Electric Co. Ltd. Semiconductor Technology Academic Research Center Schlumberger Technology Corporation Hino Motors Ltd. Korea Advanced Institue of Science & Technology KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS Fuji Electric FA Components & Systems Co. Ltd. IMEC Advanced Micro Devices Inc. Tokyo Electron Limited Dongwon Systems Corporation Stichting National Lucht-En Ruimtevaart Laboratorium Murata Manufacturing Co. Ltd. Plastic Logic Limited Denso Corporation Asahi Kasei Microdevices Corporation Seoul National University Industry Foundation Industry-Academic Cooperation Foundation UNIVERSITE CLAUDE BERNARD LYON I SL Lighting Corporation Samsung Techwin Co. Ltd. Sumitomo Electric Industries Ltd. Ishikawajima-Harima Heavy Industries Co. Ltd. Taiwan Semiconductor Manufacturing Company Ltd. SK Telecom Co. Ltd. Honda Motor Co. Ltd. IMEC VZW Soongsil University Foundation of University-Industry Cooperation TOSHIBA TEC KABUSHIKI KAISHA MEDTRONIC INC. Chichibu Fuji Co. Ltd. Sumitomo Electric Toyama Co. Ltd. STMICROELECTRONICS S.R.L. The Board of Trustees of the Leland Stanford Junior University Oncotech Inc. Toyota Jidosha Kabushiki Kaisha Kabushiki Kaisha Toyota Jidoshokki GLOBALFOUNDRIES Inc. ITT Corporation STMicoelectronics (Grenoble 2) SAS Shinshu University AISIN SEIKI KABUSHIKI KAISHA DENSO International America Inc. STMicroelectronics International N.V. Rohm Co. Ltd. STMICROELECTRONICS (CROLLES 2) SAS Sharp Kabushiki Kaisha Elpidia Memory Inc. Sony Mobile Communications Inc. Tris Inc. Koito Manufacturing Co. Ltd. Nanyang Technological University Toshiba Lightning & Technology Corporation Centre National de la Recherche Scientifique (CNRS) Massachusetts Institute of Technology Tokyo Electric Power Company Incorporated Toshiba Industrial Products Manufacturing Corporation Sumitomo Electric Sintered Alloy Ltd. Intermolecular Inc. SEMICONDUCTOR ENERGY LABORATORY CO. LTD. Applied Materials Inc. TECHNOVA INC. Universal Display Corporation SanDisk 3D LLC Korean Broadcasting System Henkel Corporation Lintec Corporation FREESCALE SEMICONDUCTOR INC. Aisin AW Co. Ltd. Tadahiro Ohmi Olympus Imaging Corp. SAE Magnetics (H.K.) Ltd. King Abdulaziz City for Science and Technology France and Universitat de les Illes Balears Samsung Electronics Co. Ltd. STMicroelectronics (Shenzhen) Manufacturing Co. Ltd. Finewell Co. Ltd. SK hynix Inc. Keihin Corporation Asmo Co. Ltd. National University of Singapore CNRS-Centre National de la Recherche Scientifique Cheil Industries Inc. Yamato Electronic Co. Ltd. TDK Korea Corporation Tel Solar AG University of Macau Nihon Colmo Co. Ltd. Universite Montpellier 2 Sciences et Techniques Hyundai Motor Japan R&D Center Conti Temic microelectronic GmbH Foundation for Advancement of International Science University of Seoul Industry Cooperation Foundation Japan Science and Technology Agency Universite Joseph Fourier Institut Ploytechnique de Grenoble Yutaka Giken Co. Ltd. KONICA MINOLTA INC. Electronics and Telecommunications Research Institute INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY Industry-Academic Cooperation Foundation Yonsei University Sungkyunkwan University Foundation for Corporate Collaboration Industry-University Cooperation Foundation Hanyang University Global Unichip Corp. Cornell University NEC Tokin Corporation National Institute of Advanced Industrial Science and Technology National University Corporation Nagoya University Seiko Epson Corporation MITSUBISHI HEAVY INDUSTRIES LTD. BAY ZU PRECISION CO. LTD. France/Ecole Normale Seperieure de Cachan Kyungpook National University Industry Academic Cooperation Foundation Toshiba Lighting & Technology Corporation ATI Technologies Inc. Osaka University LG Hausys Ltd. Q1 Nanosystems Inc KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO Konkuk University Industrial Cooperation Corp. UD Trucks Corporation Renesas Electronics Corporation Tanaka Kikinzoku Kogyo K.K. Myunghwa Ind. Co. Ltd. Panasonic Corporation Seiko NPC Corporation KATHOLIEKE UNIVERSITEIT LEUVEN University of Massachusetts Hitachi Displays Ltd. TDK Corporation FURUKAWA AUTOMOTIVE SYSTEMS INC. STMICROELECTRONICS ASIA PACIFIC PTE. LTD. Toshiba America Electronic Components Inc. Infineon Technologies AG Tocalo Co. Ltd. Korea University of Technology and Education Industry-University Cooperation Foundation WASEDA UNIVERSITY FURUKAWA MAGNET WIRE CO. LTD. Katholieke Universiteit Leuven K.U. Leuven R&D GENITECH INC. Olympus Medical Systems Corp. Sanken Electric Co. Ltd. ASML Netherlands B.V. ISORG SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION GLOBALFOUNDRIES Singapore Pte. Ltd. Central Research Institute of Electric Power Industry Dongguk University Industry-Academic Cooperation Foundation Hamamatsu Photonics K.K. Sumitomo Rubber Industries Ltd. Toshiba Medical Systems Corporation Sumitomo Wiring Systems Ltd. Dainippon Screen Mfg. Co. Ltd. Sôny Electronics Inc. Panasonic Liquid Crystal Display Co. Ltd. Yoshitaka Sugawara Kia Motors Corporation Tohoku University SCK.-CEN Raytheon Company Hyundai Motor Company HYUNDAI MOBIS CO. LTD. Grandis Inc. Showa Denko K.K. The Furukawa Electric Co. Ltd. Nissan Motor Co. Ltd. Korea Electric Power Corporation Hitachi Yonezawa Electronics Co. Ltd. Sumitomo Electric Device Innovations Inc. STMicroelectronics Limited Sila Nanotechnologies Inc. Elpida Memory Inc. Phillips Screw Company Funai Electric Advanced Applied Technology Research Institute Inc. Universiteit Gent The Regents of the University of California Sumitomo Chemical Company Limited Korea Institute of Science & Technology Fujikin Incorporated The Furukawa Electric Company Ltd. STMicroelectronics (Research & Development) Limited Il Heung Co. Ltd. Toshiba Electron Tubes & Devices Co. Ltd. TS Tech Co. Ltd. Princeton University Office of Technology and Trademark Licensing Beth Israel Deaconess Medical Center Inc. The Charles Stark Draper Laboratory Inc. NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY Samsung Display Co. Ltd. STMicroelectronics (Grenoble 2) SAS STMicroeletronics Inc. Sumitomo Metal Mining Co. Ltd. Sony Computer Entertainment Inc. Postech Academy-Industry Foundation Postech Univ. of Science and Technology Sumitomo Bakelite Co. Ltd. Hitachi ULSI Systems Co. Ltd. Nippon Soken Inc. Kabushiki Kaisha Toshiba Kobelco Construction Machinery Co. Ltd. International Business Machines Corporation Headway Technologies Inc. National University Corporation Toyohashi University of Technology
nodes_in_largest_component={}
for i in size_comp[0][1]:
nodes_in_largest_component[i]=1
Gc = nx.Graph()
for i in G.edges():
id1=i[0]
id2=i[1]
nodes_in_largest_component.setdefault(id1,0)
nodes_in_largest_component.setdefault(id2,0)
if nodes_in_largest_component[id1] == 1 and nodes_in_largest_component[id2]==1:
Gc.add_edge(id1,id2)
for i in G.nodes():
print(i, G.degree(i))
Shinto Holdings Co. Ltd. 1 Nikkindenji Kogyo Co. Ltd. 1 HITACHI KOKUSAI ELECTRIC INC. 1 L'Air Liquid Societe Anonyme pour l'Etude et l'Exploitation des Procedes Georges Claude 1 Hyundai Motor Japan R&D Center 2 Hyundai Motor Company 9 Kia Motors Corporation 4 STMicroelectronics (Mala) Ltd 1 STMICROELECTRONICS S.R.L. 13 ACER INCORPORATED 1 LIANHONG TECHNOLOGY CO. LTD 1 Canon Kabushiki Kaisha 3 Nihon Ceratec Co. Ltd. 2 Taiheiyo Cement Corporation 2 CANON PRECISION INC. 1 University of Seoul Industry Cooperation Foundation 1 Samsung Electronics Co. Ltd. 25 MATERIALS ANALYSIS TECHNOLOGY INC. 1 National Health Research Institutes 1 Chandler Systems Inc. 1 Intel Corporation 2 GENITECH INC. 1 Korea Electric Power Corporation 1 SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION 1 Electronics and Telecommunications Research Institute 6 Dynalloy Inc 1 GM Global Technology Operations Inc. 1 HEFEI BOE OPTOELECTRONICS TECHNOLOGY CO. LTD. 1 BOE TECHNOLOGY GROUP CO. LTD. 5 Cummins PowerGen IP Inc. 1 CUMMINS CAL PACIFIC LLC 1 XJ Group Corporation 1 State Grid Corporation of China 1 BEIJING BOE DISPLAY TECHNOLOGY CO. LTD. 1 Spansion LLC 1 Advanced Micro Devices Inc. 3 Koito Manufacturing Co. Ltd. 2 Toyota Jidosha Kabushiki Kaisha 14 Hino Motors Ltd. 3 Volex PLC 1 Applied Micro Circuits Corporation 1 Advins Inc. 1 Scientific Analysis Instruments Ltd. 1 Funai Electric Advanced Applied Technology Research Institute Inc. 1 Fuji Electric Co. Ltd. 11 Chichibu Fuji Co. Ltd. 1 Fuji Electric FA Components & Systems Co. Ltd. 2 KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO 1 The Furukawa Electric Co. Ltd. 3 FURUKAWA AUTOMOTIVE SYSTEMS INC. 2 Denso Corporation 12 FURUKAWA MAGNET WIRE CO. LTD. 2 Nuctech Company Limited 1 Tsinghua University 2 Sôny Electronics Inc. 1 Sony Côrporation 10 Toshiba Industrial Products Manufacturing Corporation 1 Kabushiki Kaisha Toshiba 13 Georgia Tech Research Corp. 3 Phillips Screw Company 1 Sila Nanotechnologies Inc. 1 OLYMPUS CORPORATION 4 Olympus Imaging Corp. 1 The University of Tokyo 5 Olympus Medical Systems Corp. 1 Schlumberger Technology Corporation 1 Toshiba Global Commerce 1 Solutions Holdings Corporation 1 Asahi Kasei Microdevices Corporation 1 Murata Manufacturing Co. Ltd. 4 Varian Medical Systems Inc. 1 Sloan-Kettering Institute for Cancer Research 1 Tokyo Electric Power Company Incorporated 2 Ishikawajima-Harima Heavy Industries Co. Ltd. 2 University of California 2 GSI 2 Lawrence Livermore National Security LLC. 2 TE Connectivity India Private Limited 1 Tyco Electronics Corporation 5 FIH (Hong Kong) Limited 1 Shenzhen Futaihong Precision Industry Co. Ltd. 2 Sungkyunkwan University Foundation for Corporate Collaboration 1 Korea Advanced Institue of Science & Technology 3 SNU R&DB FOUNDATION 4 The Regents of the University of California 6 Industry-Academic Cooperation Foundation Yonsei University 4 GLOBALFOUNDRIES Inc. 4 Seoul National University Industry Foundation 4 Dongguk University Industry-Academic Cooperation Foundation 1 Korea University of Technology and Education Industry-University Cooperation Foundation 1 Postech Academy-Industry Foundation Postech Univ. of Science and Technology 1 Industry-University Cooperation Foundation Hanyang University 1 IMEC 8 INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY 1 Cheil Industries Inc. 1 International Business Machines Corporation 21 Industry-Academic Cooperation Foundation 1 Taiwan Semiconductor Manufacturing Company Ltd. 3 Osaka University 3 INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY 1 Samsung Display Co. Ltd. 5 NANOHOLDINGS LLC 1 University of Florida Research Foundation Inc. 1 Tanaka Kikinzoku Kogyo K.K. 2 Seiko Epson Corporation 4 Suzhou Golden Crown New Energy Co. Ltd 1 Golden Crown New Energy (HK) Limited 1 Ulvac Inc. 1 Sanyo Electric Co. Ltd. 4 Centre National de la Recherche Scientifique (CNRS) 7 Societe Francaise de Detecteurs Infrarouges - SOFRADIR 1 Universite Montpellier 2 Sciences et Techniques 1 UNIVERSITE CLAUDE BERNARD LYON I 1 France/Ecole Normale Seperieure de Cachan 2 France and Universitat de les Illes Balears 2 COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES 10 Toshiba Medical Systems Corporation 1 Hynix Semiconductor Inc. 2 Grandis Inc. 1 Hitachi Mito Engineering Co. Ltd. 1 Hitachi Ltd. 3 Chi Mei Communication Systems Inc. 1 NEC Tokin Corporation 1 Postech Foundation 1 Seoul Opto Device Co. Ltd. 1 TS Tech Co. Ltd. 1 Honda Motor Co. Ltd. 10 King Abdulaziz City Science and Technology 1 KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS 3 Tyco Electronics Holdings (Bermuda) No. 7 Ltd. 1 Xiangtan Electric Manufacturing Co. Ltd. 1 Xiangtan Liyuan Electric Tooling Co. Ltd. 1 UD Trucks Corporation 1 WASEDA UNIVERSITY 2 Tokyo Institute of Technology 1 University of Massachusetts 1 Shinshu University 1 Sumitomo Metal Mining Co. Ltd. 4 National University Corporation Nagoya University 7 Autonetworks Technologies Ltd. 3 AISIN SEIKI KABUSHIKI KAISHA 3 Aisin AW Co. Ltd. 2 Sumitomo Electric Industries Ltd. 11 Sumitomo Wiring Systems Ltd. 3 Panasonic Corporation 9 Kabushiki Kaisha Toyota Jidoshokki 2 Vanderbilt University 1 Molecular Sensing Inc. 1 Neomax Materials Co. Ltd. 1 Hitachi Metals Ltd. 1 SK Telecom Co. Ltd. 1 Kyungpook National University Industry Academic Cooperation Foundation 2 The Board of Trustees of the Leland Stanford Junior University 5 Mersen USA Newburyport-MA LLC 1 Northeastern University 2 Cal-Comp Precision (Singapore) Limited 1 Cal-Comp Electronics & Communications Company Limited 2 CITIZEN HOLDINGS CO. LTD. 1 Citizen Electronics Co. Ltd. 1 Institut Ploytechnique de Grenoble 1 Curators of the University of Missouri 1 Integral Laser Solutions Inc. 1 Silergy Semiconductor Technology (Hangzhou) LTD 1 Silergy Technology 1 KBC RESEARCH FOUNDATION PVT. LTD. 1 SunEdison Semiconductor Limited (UEN201334164H) 1 GLOBAL FOUNDRIES INC. 1 Sony Computer Entertainment Inc. 1 Lextar Electronics Corp. 1 Lextar Electronics Corporation 1 H-Tech LLC 1 SRI Hermatics Inc. 1 American Power Conversion Corporation 1 Hydrogenics Corporation 1 Sanken Electric Co. Ltd. 3 Nissan Motor Co. Ltd. 3 Alpine Electronics Inc. 1 Blueprint Acoustics Pty Ltd. 1 JC Protek Co. Ltd. 1 Andong National University Industry Academic Cooperation Foundation 1 University of Tennessee Research Foundation 4 YALE UNIVERSITY 3 UT-Battelle LLC 2 The Regents of the University of Colorado 2 National Institute of Standards and Technology 2 Shimadzu Corporation 1 Shimadzu Research Laboratory (Shanghai) Co. Ltd. 1 FCI Americas Technology Inc. 1 FCI 1 Askey Computer Corp. 1 Askey Technology (Jiangsu) Ltd. 1 SCK.-CEN 1 KATHOLIEKE UNIVERSITEIT LEUVEN 2 Toppan Printing Co. Ltd. 1 Advantest Corp. 1 FSP-Powerland Technology Inc. 1 FSP TECHNOLOGY INC. 1 Intermolecular Inc. 5 SanDisk 3D LLC 2 Elpidia Memory Inc. 1 Elpida Memory Inc. 2 Massachusetts Institute of Technology 5 Beth Israel Deaconess Medical Center Inc. 1 The Charles Stark Draper Laboratory Inc. 1 The President and Fellows of Harvard College 1 Raytheon Company 1 Philips Lumileds Lighting Company LLC 2 Koninklijke Philips Electronics N.V. 1 KONINKLIJKE PHILIPS N.V. 1 Sanyo Technology Center (Shenzhen) Co. Ltd. 1 Kirk Key Interlock Company LLC 1 Utility Relay Company 1 Eastfield Corporation 1 Peak Power & Mfg. Inc. 1 Volkswagon AG 2 iHi CHARGING SYSTEMS INTERNATIONAL GMBH 2 Mahle International GmbH 2 Fuji Jukogyo Kabushiki Kaisha 1 Nippon Chemical Industrial Co. Ltd. 1 X-FAB SEMICONDUCTOR FOUNDRIES AG 1 MELEXIS TECHNOLOGIES NV 1 Spicer Technology Inc. 1 Bubble Technologies Industries Inc. 1 American Audio Components Inc. 1 AAC Acoustic Technologies (Shenzhen) Co. Ltd. 2 Kyocera Corporation 3 MEDTRONIC INC. 1 Oncotech Inc. 2 Japan Aviation Electronics Industry Ltd. 2 Jae Taiwan Ltd. 1 J & S Electronics Inc. 1 Princeton University Office of Technology and Trademark Licensing 1 Universal Display Corporation 2 Tatung University 1 Tatung Company 1 Headway Technologies Inc. 1 SAE Magnetics (H.K.) Ltd. 3 Board of Regents University of Texas System 1 Texas Micro Inc. 1 Konkuk University Industrial Cooperation Corp. 1 Tel Solar AG 1 Korea University Research and Business Foundation 1 SK Hynic Inc. 1 IHI AEROSPACE CO. LTD. 1 SINFONIA TECHNOLOGY CO. LTD. 1 Dainippon Screen Mfg. Co. Ltd. 1 Hamamatsu Photonics K.K. 1 Keihin Corporation 1 Samsung SDI Co. Ltd. 1 Robert Bosch GmbH 2 STMicroelectronics (Grenoble 2) SAS 2 STMicroelectronics (Research & Development) Limited 1 Telaris Inc. 1 California Institute of Technology 2 Suzuki Motor Corporation 1 Lithium Energy Japan 1 Adesto Technologies France SARL 1 Adesto Technologies Corporation 2 Altis Semiconductor 1 Fujitsu Limited 2 Fujitsu Component Limited 1 Fujitsu Semiconductor Limited 1 Power Digital Delight Co. Ltd. 1 Easthill Industrial Co. Ltd. 1 Conti Temic microelectronic GmbH 1 FREESCALE SEMICONDUCTOR INC. 6 Sharp Kabushiki Kaisha 4 Sumitomo Electric Toyama Co. Ltd. 1 Sumitomo Electric Device Innovations Inc. 1 National University Corporation Toyohashi University of Technology 1 Sumitomo Electric Sintered Alloy Ltd. 1 NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY 1 National Institute of Advanced Industrial Science and Technology 5 Central Research Institute of Electric Power Industry 2 Japan Science and Technology Agency 2 Showa Denko K.K. 3 Sumitomo Chemical Company Limited 2 LAAS-CNRE 1 Atmel Rousset S.A.S. 1 FURUI PRECISE COMPONENT (KUNSHAN) CO. LTD. 1 Foxconn Technology Co. Ltd. 2 Kokichi Terajima 3 Xinhongzhou Precision Technology Co. Ltd 3 Micro Win Tech Inc. 3 LARGAN PRECISION CO. LTD. 3 Universiteit Gent 2 Katholieke Universiteit Leuven K.U. Leuven R&D 1 ASML Netherlands B.V. 3 Kowa Company Ltd. 1 Techsign Light Panel Co. Ltd. 1 ECOLE NATIONALE SUPERIEURE DE TECHNIQUES AVANCEES 1 ECOLE POLYTECHNIQUE 1 Maytag Corporation 1 Satori S-Tech Co. Ltd. 1 Priestman Goode 1 Cambridge Design Partnership LLP 1 Siémens Aktiengesellschaft 4 Siemens Industry Inc. 2 Caterpillar Global Mining LLC 2 Massachusetts General Hospital 1 Siemens Medical Solutions USA Inc. 2 Tohoku Pioneer Corporation 2 Mitsubishi Electric Corporation 1 Pioneer Corporation 1 Applied Materials Inc. 1 Renesas Electronics Corporation 6 Hitachi Tohbu Semiconductor Ltd. 1 ITT Corporation 1 Hitachi Device Engineering Co. Ltd. 1 Hitachi ULSI Systems Co. Ltd. 1 Hitachi Yonezawa Electronics Co. Ltd. 1 IMEC VZW 1 TDK Corporation 3 Rohm Co. Ltd. 9 TDK Korea Corporation 1 BYD Company Limited 1 SHENZHEN BYD AUTO R&D COMPANY LIMITED 1 Tohoku University 4 Kyoto University 2 Sony Mobile Communications Inc. 1 SONY PICTURES TECHNOLOGIES INC. 1 LG Hausys Ltd. 1 Korea Institute of Science & Technology 1 HYUNDAI MOBIS CO. LTD. 1 SL Lighting Corporation 1 Il Heung Co. Ltd. 1 Myunghwa Ind. Co. Ltd. 2 Hayterzlab 1 Heiwa 1 Champion Elite Company Limited 1 Midas Wei Trading Co. Ltd. 1 Korea Research Institute of Standards and Science 1 Micro Motion Technology Co. Ltd. 1 S.T. Corporation 1 Montana State University 1 Nihon Colmo Co. Ltd. 1 Plextronics Inc. 1 Nano-C Inc. 1 The Furukawa Electric Company Ltd. 1 SEMICONDUCTOR COMPONENTS INDUSTRIES LLC 1 Futaba Corporation 1 OFFICE NATIONAL D'ETUDES ET DE RECHERCHES AEROSPATIALES (ONERA) 1 COMMISSARIAT ÁL'ÉNERGIE ATOMIQUE ET AUX ÉNERGIES ALTERNATIVES 1 Nitto Kogaku KK 1 Koike Yashuhiro 1 Tyco Electronics Raychem GmbH 2 Tyco Electronics AMP Espana SA 1 CHAMP TECH OPTICAL (FOSHAN) CORPORATION 1 Hitachi Industrial Equipment System Co. 1 Nippon Steel & Sumikin Stainless Steel Corporation 1 NthDegree Technologies Worldwide Inc. 2 NASA an agency of the United States 1 NASA 1 Board of Regents of the University of Oklahoma 1 Phononic Devices Inc. 1 Daimler-Benz AG 1 Ford Motor Company 1 IMRA America Inc. 1 The Regents of the University of Colorado a body corporate 1 EchoStar Technologies L.L.C. 1 DISH Network L.L.C. 1 KWANSEI GAKUIN EDUCATIONAL FOUNDATION 1 TOYO TANSO CO. LTD. 1 Max-Planck-Gesellschaft zur Foerderung der Wissenschaften E.V. 2 Carl Zeiss Microscopy GmbH 2 Deutsches Krebsforschungszentrum 1 Saga Sanyo Industries Co. Ltd. 1 Mitsubishi Metal Corporation 1 Furukawa Co. Ltd. 1 Tohoku Techno Arch Co. Ltd. 1 Fu Tai Industry (Shenzhen) Co. Ltd. 1 Hon Hai Precision Industry Co. Ltd. 5 Ecole Polytechnique Federale de Lausanne (EPFL) 1 Bruker BioSpin GmbH 2 Baxter International Inc. 1 Baxter Healthcare S.A. 1 Nujira Limited 1 Skyworks Solutions Inc. 1 Nantong Ya Tai Candle Arts & Crafts Co. Ltd. 1 Shanghai Q Mall & Co. Ltd. 1 TECHNOVA INC. 1 Toshiba Lightning & Technology Corporation 1 Giant Electric Vehicle Kunshan Co. Ltd. 1 National Yunlin University of Science and Technology 1 Tadahiro Ohmi 1 TOSHIBA TEC KABUSHIKI KAISHA 1 TOSHIBA MATERIALS CO. LTD. 1 Toshiba Electron Tubes & Devices Co. Ltd. 1 Toshiba Lighting & Technology Corporation 1 Battelle Memorial Institute 1 The Trustees of Princeton University 2 Semiconductor Technology Academic Research Center 1 Foundation for Advancement of International Science 1 CSP-Innovazione Nelle ICT Scarl 1 S.I.SV.EL. Societa' Italiana Per Lo Sviluppo Dell'elettronica S.P.A. 1 Legrand France 1 Legrand SNC 1 Dolby Laboratories Licensing Corporation 1 Dolby International AB 1 National Taipei University of Technology 1 Phansco Corp. 1 Hitachi High-Technologies Corporation 1 Shin-Kobe Electric Machinery Co. Ltd. 1 AT&T MOBILITY II LLC 1 AT&T INTELLECTUAL PROPERTY I L.P. 1 Oxford Instruments Ltd. 1 Oxford Instruments AFM Inc 1 King Abdulaziz City for Science and Technology 2 STMicroelectronics Limited 2 Fundació Institut de Ciències Fotòniques 1 Consejo Superior de Investigaciones Cientificas 1 X-Body Inc. 1 The Board of Trustees of the University of Illinois 1 Global Unichip Corp. 1 KINPO ELECTRONICS INC. 1 NEC Access Technica Ltd. 2 NEC Corporation 2 NEC Engineering Ltd. 1 Toshiba America Electronic Components Inc. 1 Toyoda Gosei Co. Ltd. 1 Sumita Optical Glass Inc. 1 ATI Technologies Inc. 1 Universite Joseph Fourier 2 ISORG 1 Centre Nationale de la Recherche Scientifique (CNRS) 1 CNRS-Centre National de la Recherche Scientifique 2 STMICROELECTRONICS (CROLLES 2) SAS 4 Colonial Plastics Inc. 1 Ford Global Technologies LLC 2 Dow Global Technologies Inc. 1 Los Alamos National Security LLC 1 Sharp Corporation 1 NCKU Research & Development Foundation 1 Himax Technologies Limited 1 Hong Fu Jin Precision Industry (ShenZhen) Co. Ltd. 2 Hong Fu Precision Industry (ShenZhen) Co. Ltd. 1 Fu Tai Hua Industry (Shenzhen) Co. Ltd. 1 Ledlink Optics (Dong Guan) Co. Ltd. 2 Yang Zhou LedLink Optics Co. Ltd. 2 LedLink Optics Inc. 2 SEMICONDUCTOR ENERGY LABORATORY CO. LTD. 1 Shinko Electric Industries Co. Ltd. 1 Taiyo Yuden Co. Ltd. 1 Tris Inc. 1 The George Washington University 1 The United States of America as represented by the Secretary of the Navy 1 Korean Broadcasting System 1 Dongwon Systems Corporation 1 Soongsil University Foundation of University-Industry Cooperation 1 Airbus Operations SAS 1 02Micro 1 Ricoh Company Ltd. 1 Sijtechnology Inc. 1 Moxtek Inc. 1 Brigham Young University 1 Kansai University 1 MITSUBISHI HEAVY INDUSTRIES LTD. 1 Finewell Co. Ltd. 1 Shenzhen Jiawei Photovoltaic Lighting Co. Ltd. 1 Light-Core Limited 1 Q1 Nanosystems Inc 1 Corning Incorporated 1 S.O.I. Tec Silicon On Insulator Technologies 1 CHENGDU BOE OPTOELECTRONICS TECHNOLOGY CO. LTD. 1 SIEMENS ENERGY INC. 1 Arkansas Power Electronics International Inc. 1 The Chinese University of Hong Kong 1 CITY UNIVERSITY OF HONG KONG 1 STMicroeletronics Inc. 1 Inventec Appliances (Shanghai) Co. Ltd. 1 Inventec Appliances Corp. 2 Plastic Logic Limited 2 Cambridge Enterprise Limited 2 Leibniz-Institut fur Polymerforschung Dresden e.V. 1 Samsung Techwin Co. Ltd. 1 Sumitomo Rubber Industries Ltd. 1 Tyco Electronics Singapore PTE Ltd. 1 Tyco Electronics Japan G.K. 3 Cornell University 1 Kobe Steel Limited 2 Kobelco Construction Machinery Co. Ltd. 1 Regents of the University of Minnesota 1 Life Services LLC 1 FIAT POWERTRAIN TECHNOLOGIES S.P.A. 1 FPT INDUSTRIAL S.P.A. 1 INNOLUX CORPORATION 1 Innocom Technology (Shenzhen) Co. Ltd. 2 Murata Machinery Ltd. 1 The Doshisha 1 JNC Petrochemical Corporation 1 JNC Corporation 1 SK hynix Inc. 1 BAY ZU PRECISION CO. LTD. 1 People & Give Co. Ltd. 1 Global and Creative Partnership 1 Universal Scientific Industrial Co. Ltd. 1 Universal Global Scientific Industrial Co. Ltd. 1 Qiuye Sun 1 Gaslow International Limited 1 Dong Guan Apsun Lighting Technology Co. Ltd 1 LG INNOTEK CO. LTD. 1 LG Electronics Inc. 1 Sumitomo Bakelite Co. Ltd. 2 Dacom Corporation 2 MACRONIX INTERNATIONAL CO. LTD. 1 National Applied Research Laboratories 1 MFC Sealing Technology Co. Ltd. 1 Industrial Technology Research Institute 1 National Chiao Tung University 3 Hon Hai Precsion Industry Co. Ltd. 1 Yutaka Giken Co. Ltd. 1 AAC Technologies Holdings Inc. 1 Afton Chemical Corporation 1 Molex Japan Co. Ltd. 1 Advantest Corporation 1 Matheson Tri-Gas 1 VisEra Technologies Company Limited 1 OmniVision Technologies Inc. 1 Dow Corning Corporation 1 Dow Corning Toray Co. Ltd. 1 Tokyo Electron Limited 2 Tocalo Co. Ltd. 1 Nippon Telegraph and Telephone Corporation 1 NTT Electronics Corporation 1 VORBECK MATERIALS CORPORATION 1 The Hong Kong University of Science and Technology 2 University of Macau 1 Gigaphoton Inc. 1 Komatsu Ltd. 1 Savannah River Nuclear Solutions LLC 1 Fisk University 1 Inventec Appliances (Pudong) Corporation 1 Fujikin Incorporated 1 Rockwell Automation Technologies Inc. 1 Rockwell Automation Safely AG 1 Public Interest Incorporated Foundations Association for the Development of Earthquake Prediction 1 Techno Sugaya Co. Ltd. 1 UNIVERSITE DE LIEGE 1 Cockerill Maintenance & Ingénierie S.A. 1 The University of Maryland 1 Calabatas Creek Research Inc. 1 University of Utah Research Foundation 1 NEC Energy Devices Ltd. 1 United Microelectronic Corp. 1 Lam Research Corporation 1 Jang Soon Park 1 Baiksan OPC Co. Ltd. 1 Yoshitaka Sugawara 1 Seiko NPC Corporation 1 Casio Computer Co. Ltd. 1 CASIO ELECTRONICS MANUFACTURING CO. LTD. 1 Regal Beloit America Inc. 1 Regal Beloit Australia Pty Ltd 1 Samsund SDI Co. Ltd. 1 GLOBALFOUNDRIES Singapore Pte. Ltd. 2 Nanyang Technological University 2 National University of Singapore 1 Matsugaki Chemical Industries Co. Ltd. 1 Shin-Etsu Chemical Co. Ltd. 2 Lite-On Technology Corp. 2 Silitek Electronic (Guangzhou) Co. Ltd. 1 LITE-ON ELECTRONICS (GUANGZHOU) LIMITED 1 Duke University 1 E-NETPIC.COM Inc. 1 Epic Communications Inc. 1 STMicoelectronics (Grenoble 2) SAS 1 Battlefield Telecommunications Systems LLC 1 Purdue Research Foundation 1 North American Lighting Inc. 1 Toyota Motor Engineering & Manufacturing North America Inc. 1 University of Central Florida Research Foundation Inc. 1 sdPhotonics LLC 1 STMICROELECTRONICS ASIA PACIFIC PTE. LTD. 2 STMicroelectronics (Shenzhen) Manufacturing Co. Ltd. 1 STMicroelectronics International N.V. 1 Airbus Operations GmbH 1 GOODRICH LIGHTING SYSTEMS GMBH 1 Ecole Polytechnique Fédérale de Lausanne 1 Hilti Aktiengesellschaft 1 ESW GmbH 1 Bruker HTS GmbH 1 Oswald Elektromotoren GmbH 1 Chung-Hsin Electric & Machinery Mfg. Corp. 1 Wuhan Haixinneng Electric Limited Company 1 Teledyne Scientific & Imaging LLC 1 Tyco Electronics Amp Korea Ltd. 1 Albert-Ludwigs Universitat Freiburg 1 Micronas GmbH 1 Centre Luxembourgeois de Recherches pour le Verre et la Ceramique S.A. (C.R.V.C.) 1 Guardian Industries Corp. 1 Tyco Electronics Belgium EC BVBA 1 TE Connectivity Nederland B.V. 1 KONICA MINOLTA INC. 1 U-Shin Ltd. 1 Mazda Motor Corporation 1 DENSO International America Inc. 1 West Corporation 1 Dongguan Masstop Liquid Crystal Display Co. Ltd. 1 Torchlight Technology Co. Ltd. 1 Tyco Electronics Svenska Holdings AB 1 Advics Co. Ltd. 1 Synopsys Inc. 1 Synopsys Taiwan Co. Ltd. 1 CDT OXFORD LIMITED 1 CAMBRIDGE DISPLAY TECHNOLOGY LIMITED 1 Beijing Asahi Glass Electronics Co. Ltd. 1 Suzhou Boe Chatani Electronics Co. Ltd. 1 Mitsubishi Jidosha Kogyo Kabushiki Kaisha 1 Mitsubishi Jidosha Engineering Kabushiki Kaisha 1 Toyota Boshoku Kabushiki Kaisha 1 Toyota Shatai Kabushiki Kaisha 1 Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V. 1 Shin-Etsu Handotai Co. Ltd. 1 Stanley Electric Co. Ltd. 1 Chimei Innolux Corporation 1 Peking University Founder Group Co. Ltd. 1 Founder Microelectronics International Co. Ltd. 1 Texas Instruments Deutschland GmbH 1 Texas Instruments Incorporated 1 INVENTEC (PUDONG) TECHNOLOGY CORPORATION 1 Richtek Technology Corporation 1 Infineon Technologies AG 1 American Air Liquide Inc. 1 L'Air Liquide Société Anonyme Pour L'Étude Et L'Exploitation Des Procedes Georges Clause 1 Stichting National Lucht-En Ruimtevaart Laboratorium 1 Yamato Electronic Co. Ltd. 1 Asmo Co. Ltd. 2 Nippon Soken Inc. 1 Fu An Industrial Co. Ltd. 1 Get Auto Accessories Co. Ltd. 1 UNIVERSITY OF NEBRASKA BOARD OF REGENTS 1 J.A. Woollam Co. Inc. 1 Topmore Technology Inc. 1 Aptos Technology Inc. 1 Lintec Corporation 2 Kyushu University National University Corporation 2 Hitachi Displays Ltd. 1 Panasonic Liquid Crystal Display Co. Ltd. 3 JAPAN DISPLAY INC. 1 Henkel Corporation 1
ids_label={}
counter=0
for i in Gc.nodes():
ids_label[i]=i
counter+=1
plt.figure(1, figsize=(25,25))
nx.draw(Gc, pos=nx.spring_layout(Gc),
alpha=0.9, node_size=120,
width=0.3, edge_color="Black",
node_color="Red", labels=ids_label, font_size=13)
from networkx.algorithms import community
[n for n in G.neighbors('Fuji Electric Co. Ltd.')]
['Funai Electric Advanced Applied Technology Research Institute Inc.', 'Sumitomo Metal Mining Co. Ltd.', 'Kyocera Corporation', 'Nissan Motor Co. Ltd.', 'Fuji Electric FA Components & Systems Co. Ltd.', 'Sanken Electric Co. Ltd.', 'Sharp Kabushiki Kaisha', 'Yoshitaka Sugawara', 'Denso Corporation', 'Honda Motor Co. Ltd.', 'Oncotech Inc.']
nx.write_gexf(G, 'company_network.gexf')
def find_nodes_with_highest_deg_cent(G):
# Compute the degree centrality of G: deg_cent
deg_cent = nx.degree_centrality(G)
# Compute the maximum degree centrality: max_dc
max_1_dc = max(list(deg_cent.values()))
max_2_dc = list(sorted(deg_cent.values()))[-2]
max_3_dc = list(sorted(deg_cent.values()))[-3]
max_4_dc = list(sorted(deg_cent.values()))[-4]
max_5_dc = list(sorted(deg_cent.values()))[-5]
maxnode1 = set()
maxnode2 = set()
maxnode3 = set()
maxnode4 = set()
maxnode5 = set()
# Iterate over the degree centrality dictionary
for k, v in deg_cent.items():
# Check if the current value has the maximum degree centrality
if v == max_1_dc:
# Add the current node to the set of nodes
maxnode1.add(k)
if v == max_2_dc:
# Add the current node to the set of nodes
maxnode2.add(k)
if v == max_3_dc:
# Add the current node to the set of nodes
maxnode3.add(k)
if v == max_4_dc:
# Add the current node to the set of nodes
maxnode4.add(k)
if v == max_5_dc:
# Add the current node to the set of nodes
maxnode5.add(k)
return maxnode1,maxnode2,maxnode3, maxnode4,maxnode5
top_deg_dc,top2_deg_dc,top3_deg_dc,top4_deg_dc, top5_deg_dc = find_nodes_with_highest_deg_cent(G)
print(top_deg_dc,top2_deg_dc,top3_deg_dc, top4_deg_dc,top5_deg_dc)
{'Samsung Electronics Co. Ltd.'} {'International Business Machines Corporation'} {'Toyota Jidosha Kabushiki Kaisha'} {'STMICROELECTRONICS S.R.L.', 'Kabushiki Kaisha Toshiba'} {'STMICROELECTRONICS S.R.L.', 'Kabushiki Kaisha Toshiba'}
def find_nodes_with_highest_deg_cent(G):
# Compute the degree centrality of G: deg_cent
deg_cent = nx.betweenness_centrality(G)
# Compute the maximum degree centrality: max_dc
max_1_dc = max(list(deg_cent.values()))
max_2_dc = list(sorted(deg_cent.values()))[-2]
max_3_dc = list(sorted(deg_cent.values()))[-3]
max_4_dc = list(sorted(deg_cent.values()))[-4]
max_5_dc = list(sorted(deg_cent.values()))[-5]
maxnode1 = set()
maxnode2 = set()
maxnode3 = set()
maxnode4 = set()
maxnode5 = set()
# Iterate over the degree centrality dictionary
for k, v in deg_cent.items():
# Check if the current value has the maximum degree centrality
if v == max_1_dc:
# Add the current node to the set of nodes
maxnode1.add(k)
if v == max_2_dc:
# Add the current node to the set of nodes
maxnode2.add(k)
if v == max_3_dc:
# Add the current node to the set of nodes
maxnode3.add(k)
if v == max_4_dc:
# Add the current node to the set of nodes
maxnode4.add(k)
if v == max_5_dc:
# Add the current node to the set of nodes
maxnode5.add(k)
return maxnode1,maxnode2,maxnode3, maxnode4,maxnode5
top_deg_dc,top2_deg_dc,top3_deg_dc, top4_deg_dc, top5_deg_dc = find_nodes_with_highest_deg_cent(G)
print(top_deg_dc,top2_deg_dc,top3_deg_dc, top4_deg_dc,top5_deg_dc)
{'Samsung Electronics Co. Ltd.'} {'IMEC'} {'International Business Machines Corporation'} {'Panasonic Corporation'} {'Toyota Jidosha Kabushiki Kaisha'}
from networkx.algorithms.community import greedy_modularity_communities
from networkx.algorithms.community import label_propagation_communities
connected_subgraphs = max(nx.connected_components(G), key=len)
connected_subgraphs= G.subgraph(connected_subgraphs)
print(nx.info(connected_subgraphs))
Name: Type: Graph Number of nodes: 238 Number of edges: 291 Average degree: 2.4454
ids_label={}
counter=0
for i in connected_subgraphs.nodes():
ids_label[i]=i
counter+=1
plt.figure(1, figsize=(130,170))
nx.draw(connected_subgraphs, pos=nx.spring_layout(connected_subgraphs),
alpha=0.9, node_size=900,
width=0.3, edge_color="Black",
node_color="Red", labels=ids_label, font_size=25)
density = nx.density(G)
density_2 = nx.density(connected_subgraphs)
print("Network density of Whole Graph", density)
print("Network density of Connected Components", density_2)
Network density of Whole Graph 0.0026115023474178405 Network density of Connected Components 0.010318051271141368
[n for n in connected_subgraphs.neighbors('Fuji Electric Co. Ltd.')]
['Funai Electric Advanced Applied Technology Research Institute Inc.', 'Sumitomo Metal Mining Co. Ltd.', 'Kyocera Corporation', 'Nissan Motor Co. Ltd.', 'Fuji Electric FA Components & Systems Co. Ltd.', 'Sanken Electric Co. Ltd.', 'Sharp Kabushiki Kaisha', 'Yoshitaka Sugawara', 'Denso Corporation', 'Honda Motor Co. Ltd.', 'Oncotech Inc.']
b = connected_subgraphs.neighbors('Fuji Electric Co. Ltd.')
nx.diameter(connected_subgraphs)
12
degree_dict = dict(connected_subgraphs.degree(connected_subgraphs.nodes()))
nx.set_node_attributes(connected_subgraphs, degree_dict, 'degree')
print(G.nodes["Fuji Electric Co. Ltd."])
{'Patent Industry': '4', 'University': '0', 'Patent count': '3212', 'Turnover lay': '8413701', 'Turnover 2012': '7921201', 'Total assets 2012': '8131312', 'Employees 2012': '24956', 'R&D 2012': '330961', 'Country Code': '4', 'degree': 11}
from operator import itemgetter
sorted_degree = sorted(degree_dict.items(), key=itemgetter(1), reverse=True)
print("Top 20 nodes by degree:")
for d in sorted_degree[:20]:
print(d)
Top 20 nodes by degree:
('Samsung Electronics Co. Ltd.', 25)
('International Business Machines Corporation', 21)
('Toyota Jidosha Kabushiki Kaisha', 14)
('STMICROELECTRONICS S.R.L.', 13)
('Kabushiki Kaisha Toshiba', 13)
('Denso Corporation', 12)
('Fuji Electric Co. Ltd.', 11)
('Sumitomo Electric Industries Ltd.', 11)
('Sony Côrporation', 10)
("COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 10)
('Honda Motor Co. Ltd.', 10)
('Rohm Co. Ltd.', 9)
('Panasonic Corporation', 9)
('Hyundai Motor Company', 9)
('IMEC', 8)
('Centre National de la Recherche Scientifique (CNRS)', 7)
('National University Corporation Nagoya University', 7)
('FREESCALE SEMICONDUCTOR INC.', 6)
('Electronics and Telecommunications Research Institute', 6)
('Renesas Electronics Corporation', 6)
degree = dict(connected_subgraphs.degree)
ids_label={}
counter=0
for i in connected_subgraphs.nodes():
ids_label[i]=i
counter+=1
plt.figure(1, figsize=(150,90))
nx.draw(connected_subgraphs, pos=nx.spring_layout(connected_subgraphs),
alpha=0.9, nodelist=degree.keys(), node_size=[v * 500 for v in degree.values()],
width=0.3, edge_color="Black", node_color="red", labels=ids_label, font_size=13)
#!pip install python-louvain
from community import community_louvain
pos = nx.spring_layout(connected_subgraphs)
partition = community_louvain.best_partition(connected_subgraphs)
ids_label={}
counter=0
for i in connected_subgraphs.nodes():
ids_label[i]=i
counter+=1
plt.figure(1, figsize=(55,90))
#plt.axis('off')
nx.draw_networkx(connected_subgraphs, pos, node_size=300, cmap = plt.cm.RdYlBu,
node_color=list(partition.values()), labels=ids_label)
#nx.draw_networkx_nodes(connected_subgraphs, )
#nx.draw_networkx_edges(connected_subgraphs, pos, )
plt.show(connected_subgraphs)
#ids_label={}
#counter=0
#for i in connected_subgraphs.nodes():
# ids_label[i]=i
# counter+=1
#plt.figure(1, figsize=(60,70))
#plt.axis('off')
#nx.draw_networkx(connected_subgraphs, pos,
# node_color=list(partition.values()), labels=ids_label, nodelist=degree.keys(),
# node_size=[v * 500 for v in degree.values()])
#plt.show(connected_subgraphs)
partition
{'Centre Nationale de la Recherche Scientifique (CNRS)': 0,
'JAPAN DISPLAY INC.': 1,
'Leibniz-Institut fur Polymerforschung Dresden e.V.': 1,
'Sony Côrporation': 2,
'Hitachi Device Engineering Co. Ltd.': 11,
'Matheson Tri-Gas': 11,
'Societe Francaise de Detecteurs Infrarouges - SOFRADIR': 0,
'OLYMPUS CORPORATION': 3,
'Georgia Tech Research Corp.': 6,
'SNU R&DB FOUNDATION': 6,
'Hynix Semiconductor Inc.': 6,
'The Hong Kong University of Science and Technology': 12,
'Fuji Electric Co. Ltd.': 8,
'Kobe Steel Limited': 6,
'TOSHIBA MATERIALS CO. LTD.': 9,
'Autonetworks Technologies Ltd.': 10,
'The President and Fellows of Harvard College': 11,
'Tokyo Institute of Technology': 8,
'Cambridge Enterprise Limited': 1,
'Kyushu University National University Corporation': 1,
'Hitachi Tohbu Semiconductor Ltd.': 11,
'King Abdulaziz City Science and Technology': 11,
'International Business Machines Corporation': 11,
'MACRONIX INTERNATIONAL CO. LTD.': 11,
'Kyocera Corporation': 8,
'Advics Co. Ltd.': 7,
'GLOBAL FOUNDRIES INC.': 11,
'SONY PICTURES TECHNOLOGIES INC.': 2,
'Kansai University': 2,
'INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY': 6,
'The University of Tokyo': 3,
'Dacom Corporation': 11,
'STMicroelectronics (Mala) Ltd': 0,
'Spansion LLC': 11,
"COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES": 0,
'Kyoto University': 2,
'Teledyne Scientific & Imaging LLC': 12,
'Stanley Electric Co. Ltd.': 8,
'Semiconductor Technology Academic Research Center': 10,
'Schlumberger Technology Corporation ': 3,
'Hino Motors Ltd.': 10,
'Korea Advanced Institue of Science & Technology': 6,
'KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS': 11,
'Fuji Electric FA Components & Systems Co. Ltd.': 8,
'IMEC': 2,
'Advanced Micro Devices Inc.': 11,
'Tokyo Electron Limited': 9,
'Dongwon Systems Corporation': 4,
'Stichting National Lucht-En Ruimtevaart Laboratorium': 2,
'Murata Manufacturing Co. Ltd.': 10,
'Plastic Logic Limited': 1,
'Denso Corporation': 7,
'Asahi Kasei Microdevices Corporation': 10,
'Seoul National University Industry Foundation': 12,
'Industry-Academic Cooperation Foundation': 6,
'UNIVERSITE CLAUDE BERNARD LYON I': 0,
'SL Lighting Corporation': 5,
'Samsung Techwin Co. Ltd.': 12,
'Sumitomo Electric Industries Ltd.': 10,
'Ishikawajima-Harima Heavy Industries Co. Ltd.': 9,
'Taiwan Semiconductor Manufacturing Company Ltd.': 2,
'SK Telecom Co. Ltd.': 6,
'Honda Motor Co. Ltd.': 8,
'IMEC VZW': 2,
'Soongsil University Foundation of University-Industry Cooperation': 4,
'TOSHIBA TEC KABUSHIKI KAISHA': 9,
'MEDTRONIC INC.': 8,
'Chichibu Fuji Co. Ltd.': 8,
'Sumitomo Electric Toyama Co. Ltd.': 10,
'STMICROELECTRONICS S.R.L.': 0,
'The Board of Trustees of the Leland Stanford Junior University': 12,
'Oncotech Inc.': 8,
'Kabushiki Kaisha Toyota Jidoshokki': 3,
'Toyota Jidosha Kabushiki Kaisha': 10,
'GLOBALFOUNDRIES Inc.': 9,
'ITT Corporation': 11,
'STMicoelectronics (Grenoble 2) SAS': 0,
'Shinshu University': 10,
'AISIN SEIKI KABUSHIKI KAISHA': 10,
'DENSO International America Inc.': 7,
'STMicroelectronics International N.V.': 0,
'Rohm Co. Ltd.': 2,
'STMICROELECTRONICS (CROLLES 2) SAS': 0,
'Sharp Kabushiki Kaisha': 8,
'Elpidia Memory Inc.': 9,
'Sony Mobile Communications Inc.': 2,
'Tris Inc.': 7,
'Koito Manufacturing Co. Ltd.': 10,
'Nanyang Technological University': 0,
'Toshiba Lightning & Technology Corporation': 9,
'Centre National de la Recherche Scientifique (CNRS)': 0,
'Massachusetts Institute of Technology': 11,
'Tokyo Electric Power Company Incorporated': 9,
'Toshiba Industrial Products Manufacturing Corporation': 9,
'Sumitomo Electric Sintered Alloy Ltd.': 10,
'Intermolecular Inc.': 9,
'SEMICONDUCTOR ENERGY LABORATORY CO. LTD.': 8,
'Applied Materials Inc.': 11,
'TECHNOVA INC.': 10,
'Universal Display Corporation': 3,
'SanDisk 3D LLC': 9,
'Korean Broadcasting System': 4,
'Henkel Corporation': 10,
'Lintec Corporation': 1,
'FREESCALE SEMICONDUCTOR INC.': 0,
'Aisin AW Co. Ltd.': 10,
'Tadahiro Ohmi': 2,
'Olympus Imaging Corp.': 3,
'SAE Magnetics (H.K.) Ltd.': 2,
'King Abdulaziz City for Science and Technology': 11,
'France and Universitat de les Illes Balears': 0,
'Samsung Electronics Co. Ltd.': 6,
'STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.': 0,
'Finewell Co. Ltd.': 2,
'SK hynix Inc.': 2,
'Keihin Corporation': 8,
'Asmo Co. Ltd.': 7,
'National University of Singapore': 0,
'CNRS-Centre National de la Recherche Scientifique': 0,
'Cheil Industries Inc.': 6,
'Yamato Electronic Co. Ltd.': 7,
'TDK Korea Corporation': 2,
'Tel Solar AG': 2,
'University of Macau': 12,
'Nihon Colmo Co. Ltd.': 1,
'Universite Montpellier 2 Sciences et Techniques': 0,
'Hyundai Motor Japan R&D Center': 5,
'Conti Temic microelectronic GmbH': 0,
'University of Seoul Industry Cooperation Foundation': 6,
'Japan Science and Technology Agency': 12,
'Universite Joseph Fourier': 0,
'Institut Ploytechnique de Grenoble': 0,
'Yutaka Giken Co. Ltd.': 8,
'KONICA MINOLTA INC.': 10,
'Electronics and Telecommunications Research Institute': 4,
'INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY': 6,
'Industry-Academic Cooperation Foundation Yonsei University': 5,
'Sungkyunkwan University Foundation for Corporate Collaboration': 6,
'Industry-University Cooperation Foundation Hanyang University': 6,
'Global Unichip Corp.': 2,
'Cornell University': 11,
'NEC Tokin Corporation': 7,
'National Institute of Advanced Industrial Science and Technology': 3,
'National University Corporation Nagoya University': 10,
'Seiko Epson Corporation': 3,
'MITSUBISHI HEAVY INDUSTRIES LTD.': 2,
'BAY ZU PRECISION CO. LTD.': 11,
'France/Ecole Normale Seperieure de Cachan': 0,
'Kyungpook National University Industry Academic Cooperation Foundation': 12,
'Toshiba Lighting & Technology Corporation': 9,
'ATI Technologies Inc.': 11,
'Osaka University': 6,
'LG Hausys Ltd.': 5,
'Q1 Nanosystems Inc': 12,
'KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO': 10,
'Konkuk University Industrial Cooperation Corp.': 4,
'UD Trucks Corporation': 1,
'Renesas Electronics Corporation': 11,
'Tanaka Kikinzoku Kogyo K.K.': 3,
'Myunghwa Ind. Co. Ltd.': 5,
'Panasonic Corporation': 1,
'Seiko NPC Corporation': 3,
'KATHOLIEKE UNIVERSITEIT LEUVEN': 2,
'University of Massachusetts': 12,
'Hitachi Displays Ltd.': 1,
'TDK Corporation': 2,
'FURUKAWA AUTOMOTIVE SYSTEMS INC.': 7,
'STMICROELECTRONICS ASIA PACIFIC PTE. LTD.': 0,
'Toshiba America Electronic Components Inc.': 11,
'Infineon Technologies AG': 11,
'Tocalo Co. Ltd.': 9,
'Korea University of Technology and Education Industry-University Cooperation Foundation': 6,
'WASEDA UNIVERSITY': 1,
'FURUKAWA MAGNET WIRE CO. LTD.': 7,
'Katholieke Universiteit Leuven K.U. Leuven R&D': 2,
'GENITECH INC.': 6,
'Olympus Medical Systems Corp.': 3,
'Sanken Electric Co. Ltd.': 8,
'ASML Netherlands B.V.': 2,
'ISORG': 0,
'SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION': 4,
'GLOBALFOUNDRIES Singapore Pte. Ltd.': 0,
'Central Research Institute of Electric Power Industry': 3,
'Dongguk University Industry-Academic Cooperation Foundation': 6,
'Hamamatsu Photonics K.K.': 6,
'Sumitomo Rubber Industries Ltd. ': 8,
'Toshiba Medical Systems Corporation': 9,
'Sumitomo Wiring Systems Ltd.': 10,
'Dainippon Screen Mfg. Co. Ltd.': 6,
'Sôny Electronics Inc.': 2,
'Panasonic Liquid Crystal Display Co. Ltd.': 1,
'Yoshitaka Sugawara': 8,
'Kia Motors Corporation': 5,
'Tohoku University': 2,
'SCK.-CEN': 2,
'Raytheon Company': 11,
'Hyundai Motor Company': 5,
'HYUNDAI MOBIS CO. LTD.': 5,
'Grandis Inc.': 6,
'Showa Denko K.K.': 3,
'The Furukawa Electric Co. Ltd.': 7,
'Nissan Motor Co. Ltd.': 8,
'Korea Electric Power Corporation': 6,
'Hitachi Yonezawa Electronics Co. Ltd.': 11,
'Sumitomo Electric Device Innovations Inc.': 10,
'STMicroelectronics Limited': 0,
'Sila Nanotechnologies Inc.': 6,
'Elpida Memory Inc.': 9,
'Phillips Screw Company': 6,
'Funai Electric Advanced Applied Technology Research Institute Inc.': 8,
'Universiteit Gent': 2,
'The Regents of the University of California': 12,
'Sumitomo Chemical Company Limited': 3,
'Korea Institute of Science & Technology': 5,
'Fujikin Incorporated': 2,
'The Furukawa Electric Company Ltd.': 7,
'STMicroelectronics (Research & Development) Limited': 0,
'Il Heung Co. Ltd.': 5,
'Toshiba Electron Tubes & Devices Co. Ltd.': 9,
'TS Tech Co. Ltd.': 8,
'Princeton University Office of Technology and Trademark Licensing': 3,
'Beth Israel Deaconess Medical Center Inc.': 11,
'The Charles Stark Draper Laboratory Inc.': 11,
'NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY': 10,
'Samsung Display Co. Ltd.': 6,
'STMicroelectronics (Grenoble 2) SAS': 0,
'STMicroeletronics Inc.': 0,
'Sumitomo Metal Mining Co. Ltd.': 8,
'Sony Computer Entertainment Inc.': 2,
'Postech Academy-Industry Foundation Postech Univ. of Science and Technology': 6,
'Sumitomo Bakelite Co. Ltd.': 11,
'Hitachi ULSI Systems Co. Ltd.': 11,
'Nippon Soken Inc.': 7,
'Kabushiki Kaisha Toshiba': 9,
'Kobelco Construction Machinery Co. Ltd.': 6,
'Foundation for Advancement of International Science': 10,
'Headway Technologies Inc.': 2,
'National University Corporation Toyohashi University of Technology': 10}
communities = sorted(partition.items(), key=itemgetter(1), reverse=True)
communities
[('The Hong Kong University of Science and Technology', 12),
('Teledyne Scientific & Imaging LLC', 12),
('Seoul National University Industry Foundation', 12),
('Samsung Techwin Co. Ltd.', 12),
('The Board of Trustees of the Leland Stanford Junior University', 12),
('University of Macau', 12),
('Japan Science and Technology Agency', 12),
('Kyungpook National University Industry Academic Cooperation Foundation',
12),
('Q1 Nanosystems Inc', 12),
('University of Massachusetts', 12),
('The Regents of the University of California', 12),
('Hitachi Device Engineering Co. Ltd.', 11),
('Matheson Tri-Gas', 11),
('The President and Fellows of Harvard College', 11),
('Hitachi Tohbu Semiconductor Ltd.', 11),
('King Abdulaziz City Science and Technology', 11),
('International Business Machines Corporation', 11),
('MACRONIX INTERNATIONAL CO. LTD.', 11),
('GLOBAL FOUNDRIES INC.', 11),
('Dacom Corporation', 11),
('Spansion LLC', 11),
('KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS', 11),
('Advanced Micro Devices Inc.', 11),
('ITT Corporation', 11),
('Massachusetts Institute of Technology', 11),
('Applied Materials Inc.', 11),
('King Abdulaziz City for Science and Technology', 11),
('Cornell University', 11),
('BAY ZU PRECISION CO. LTD.', 11),
('ATI Technologies Inc.', 11),
('Renesas Electronics Corporation', 11),
('Toshiba America Electronic Components Inc.', 11),
('Infineon Technologies AG', 11),
('Raytheon Company', 11),
('Hitachi Yonezawa Electronics Co. Ltd.', 11),
('Beth Israel Deaconess Medical Center Inc.', 11),
('The Charles Stark Draper Laboratory Inc.', 11),
('Sumitomo Bakelite Co. Ltd.', 11),
('Hitachi ULSI Systems Co. Ltd.', 11),
('Autonetworks Technologies Ltd.', 10),
('Semiconductor Technology Academic Research Center', 10),
('Hino Motors Ltd.', 10),
('Murata Manufacturing Co. Ltd.', 10),
('Asahi Kasei Microdevices Corporation', 10),
('Sumitomo Electric Industries Ltd.', 10),
('Sumitomo Electric Toyama Co. Ltd.', 10),
('Toyota Jidosha Kabushiki Kaisha', 10),
('Shinshu University', 10),
('AISIN SEIKI KABUSHIKI KAISHA', 10),
('Koito Manufacturing Co. Ltd.', 10),
('Sumitomo Electric Sintered Alloy Ltd.', 10),
('TECHNOVA INC.', 10),
('Henkel Corporation', 10),
('Aisin AW Co. Ltd.', 10),
('KONICA MINOLTA INC.', 10),
('National University Corporation Nagoya University', 10),
('KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 10),
('Sumitomo Wiring Systems Ltd.', 10),
('Sumitomo Electric Device Innovations Inc.', 10),
('NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY',
10),
('Foundation for Advancement of International Science', 10),
('National University Corporation Toyohashi University of Technology', 10),
('TOSHIBA MATERIALS CO. LTD.', 9),
('Tokyo Electron Limited', 9),
('Ishikawajima-Harima Heavy Industries Co. Ltd.', 9),
('TOSHIBA TEC KABUSHIKI KAISHA', 9),
('GLOBALFOUNDRIES Inc.', 9),
('Elpidia Memory Inc.', 9),
('Toshiba Lightning & Technology Corporation', 9),
('Tokyo Electric Power Company Incorporated', 9),
('Toshiba Industrial Products Manufacturing Corporation', 9),
('Intermolecular Inc.', 9),
('SanDisk 3D LLC', 9),
('Toshiba Lighting & Technology Corporation', 9),
('Tocalo Co. Ltd.', 9),
('Toshiba Medical Systems Corporation', 9),
('Elpida Memory Inc.', 9),
('Toshiba Electron Tubes & Devices Co. Ltd.', 9),
('Kabushiki Kaisha Toshiba', 9),
('Fuji Electric Co. Ltd.', 8),
('Tokyo Institute of Technology', 8),
('Kyocera Corporation', 8),
('Stanley Electric Co. Ltd.', 8),
('Fuji Electric FA Components & Systems Co. Ltd.', 8),
('Honda Motor Co. Ltd.', 8),
('MEDTRONIC INC.', 8),
('Chichibu Fuji Co. Ltd.', 8),
('Oncotech Inc.', 8),
('Sharp Kabushiki Kaisha', 8),
('SEMICONDUCTOR ENERGY LABORATORY CO. LTD.', 8),
('Keihin Corporation', 8),
('Yutaka Giken Co. Ltd.', 8),
('Sanken Electric Co. Ltd.', 8),
('Sumitomo Rubber Industries Ltd. ', 8),
('Yoshitaka Sugawara', 8),
('Nissan Motor Co. Ltd.', 8),
('Funai Electric Advanced Applied Technology Research Institute Inc.', 8),
('TS Tech Co. Ltd.', 8),
('Sumitomo Metal Mining Co. Ltd.', 8),
('Advics Co. Ltd.', 7),
('Denso Corporation', 7),
('DENSO International America Inc.', 7),
('Tris Inc.', 7),
('Asmo Co. Ltd.', 7),
('Yamato Electronic Co. Ltd.', 7),
('NEC Tokin Corporation', 7),
('FURUKAWA AUTOMOTIVE SYSTEMS INC.', 7),
('FURUKAWA MAGNET WIRE CO. LTD.', 7),
('The Furukawa Electric Co. Ltd.', 7),
('The Furukawa Electric Company Ltd.', 7),
('Nippon Soken Inc.', 7),
('Georgia Tech Research Corp.', 6),
('SNU R&DB FOUNDATION', 6),
('Hynix Semiconductor Inc.', 6),
('Kobe Steel Limited', 6),
('INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY', 6),
('Korea Advanced Institue of Science & Technology', 6),
('Industry-Academic Cooperation Foundation', 6),
('SK Telecom Co. Ltd.', 6),
('Samsung Electronics Co. Ltd.', 6),
('Cheil Industries Inc.', 6),
('University of Seoul Industry Cooperation Foundation', 6),
('INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', 6),
('Sungkyunkwan University Foundation for Corporate Collaboration', 6),
('Industry-University Cooperation Foundation Hanyang University', 6),
('Osaka University', 6),
('Korea University of Technology and Education Industry-University Cooperation Foundation',
6),
('GENITECH INC.', 6),
('Dongguk University Industry-Academic Cooperation Foundation', 6),
('Hamamatsu Photonics K.K.', 6),
('Dainippon Screen Mfg. Co. Ltd.', 6),
('Grandis Inc.', 6),
('Korea Electric Power Corporation', 6),
('Sila Nanotechnologies Inc.', 6),
('Phillips Screw Company', 6),
('Samsung Display Co. Ltd.', 6),
('Postech Academy-Industry Foundation Postech Univ. of Science and Technology',
6),
('Kobelco Construction Machinery Co. Ltd.', 6),
('SL Lighting Corporation', 5),
('Hyundai Motor Japan R&D Center', 5),
('Industry-Academic Cooperation Foundation Yonsei University', 5),
('LG Hausys Ltd.', 5),
('Myunghwa Ind. Co. Ltd.', 5),
('Kia Motors Corporation', 5),
('Hyundai Motor Company', 5),
('HYUNDAI MOBIS CO. LTD.', 5),
('Korea Institute of Science & Technology', 5),
('Il Heung Co. Ltd.', 5),
('Dongwon Systems Corporation', 4),
('Soongsil University Foundation of University-Industry Cooperation', 4),
('Korean Broadcasting System', 4),
('Electronics and Telecommunications Research Institute', 4),
('Konkuk University Industrial Cooperation Corp.', 4),
('SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION', 4),
('OLYMPUS CORPORATION', 3),
('The University of Tokyo', 3),
('Schlumberger Technology Corporation ', 3),
('Kabushiki Kaisha Toyota Jidoshokki', 3),
('Universal Display Corporation', 3),
('Olympus Imaging Corp.', 3),
('National Institute of Advanced Industrial Science and Technology', 3),
('Seiko Epson Corporation', 3),
('Tanaka Kikinzoku Kogyo K.K.', 3),
('Seiko NPC Corporation', 3),
('Olympus Medical Systems Corp.', 3),
('Central Research Institute of Electric Power Industry', 3),
('Showa Denko K.K.', 3),
('Sumitomo Chemical Company Limited', 3),
('Princeton University Office of Technology and Trademark Licensing', 3),
('Sony Côrporation', 2),
('SONY PICTURES TECHNOLOGIES INC.', 2),
('Kansai University', 2),
('Kyoto University', 2),
('IMEC', 2),
('Stichting National Lucht-En Ruimtevaart Laboratorium', 2),
('Taiwan Semiconductor Manufacturing Company Ltd.', 2),
('IMEC VZW', 2),
('Rohm Co. Ltd.', 2),
('Sony Mobile Communications Inc.', 2),
('Tadahiro Ohmi', 2),
('SAE Magnetics (H.K.) Ltd.', 2),
('Finewell Co. Ltd.', 2),
('SK hynix Inc.', 2),
('TDK Korea Corporation', 2),
('Tel Solar AG', 2),
('Global Unichip Corp.', 2),
('MITSUBISHI HEAVY INDUSTRIES LTD.', 2),
('KATHOLIEKE UNIVERSITEIT LEUVEN', 2),
('TDK Corporation', 2),
('Katholieke Universiteit Leuven K.U. Leuven R&D', 2),
('ASML Netherlands B.V.', 2),
('Sôny Electronics Inc.', 2),
('Tohoku University', 2),
('SCK.-CEN', 2),
('Universiteit Gent', 2),
('Fujikin Incorporated', 2),
('Sony Computer Entertainment Inc.', 2),
('Headway Technologies Inc.', 2),
('JAPAN DISPLAY INC.', 1),
('Leibniz-Institut fur Polymerforschung Dresden e.V.', 1),
('Cambridge Enterprise Limited', 1),
('Kyushu University National University Corporation', 1),
('Plastic Logic Limited', 1),
('Lintec Corporation', 1),
('Nihon Colmo Co. Ltd.', 1),
('UD Trucks Corporation', 1),
('Panasonic Corporation', 1),
('Hitachi Displays Ltd.', 1),
('WASEDA UNIVERSITY', 1),
('Panasonic Liquid Crystal Display Co. Ltd.', 1),
('Centre Nationale de la Recherche Scientifique (CNRS)', 0),
('Societe Francaise de Detecteurs Infrarouges - SOFRADIR', 0),
('STMicroelectronics (Mala) Ltd', 0),
("COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES", 0),
('UNIVERSITE CLAUDE BERNARD LYON I', 0),
('STMICROELECTRONICS S.R.L.', 0),
('STMicoelectronics (Grenoble 2) SAS', 0),
('STMicroelectronics International N.V.', 0),
('STMICROELECTRONICS (CROLLES 2) SAS', 0),
('Nanyang Technological University', 0),
('Centre National de la Recherche Scientifique (CNRS)', 0),
('FREESCALE SEMICONDUCTOR INC.', 0),
('France and Universitat de les Illes Balears', 0),
('STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.', 0),
('National University of Singapore', 0),
('CNRS-Centre National de la Recherche Scientifique', 0),
('Universite Montpellier 2 Sciences et Techniques', 0),
('Conti Temic microelectronic GmbH', 0),
('Universite Joseph Fourier', 0),
('Institut Ploytechnique de Grenoble', 0),
('France/Ecole Normale Seperieure de Cachan', 0),
('STMICROELECTRONICS ASIA PACIFIC PTE. LTD.', 0),
('ISORG', 0),
('GLOBALFOUNDRIES Singapore Pte. Ltd.', 0),
('STMicroelectronics Limited', 0),
('STMicroelectronics (Research & Development) Limited', 0),
('STMicroelectronics (Grenoble 2) SAS', 0),
('STMicroeletronics Inc.', 0)]
degree_centrality = dict(nx.degree_centrality(connected_subgraphs))
nx.set_node_attributes(connected_subgraphs, degree_centrality, 'degree_centrality')
sorted(degree_centrality.items(), key=itemgetter(1), reverse=True)
[('Samsung Electronics Co. Ltd.', 0.10548523206751054),
('International Business Machines Corporation', 0.08860759493670885),
('Toyota Jidosha Kabushiki Kaisha', 0.0590717299578059),
('STMICROELECTRONICS S.R.L.', 0.05485232067510548),
('Kabushiki Kaisha Toshiba', 0.05485232067510548),
('Denso Corporation', 0.050632911392405056),
('Fuji Electric Co. Ltd.', 0.04641350210970464),
('Sumitomo Electric Industries Ltd.', 0.04641350210970464),
('Sony Côrporation', 0.04219409282700422),
("COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES",
0.04219409282700422),
('Honda Motor Co. Ltd.', 0.04219409282700422),
('Rohm Co. Ltd.', 0.03797468354430379),
('Panasonic Corporation', 0.03797468354430379),
('Hyundai Motor Company', 0.03797468354430379),
('IMEC', 0.03375527426160337),
('Centre National de la Recherche Scientifique (CNRS)', 0.02953586497890295),
('National University Corporation Nagoya University', 0.02953586497890295),
('FREESCALE SEMICONDUCTOR INC.', 0.025316455696202528),
('Electronics and Telecommunications Research Institute',
0.025316455696202528),
('Renesas Electronics Corporation', 0.025316455696202528),
('The Regents of the University of California', 0.025316455696202528),
('The University of Tokyo', 0.02109704641350211),
('The Board of Trustees of the Leland Stanford Junior University',
0.02109704641350211),
('Massachusetts Institute of Technology', 0.02109704641350211),
('Intermolecular Inc.', 0.02109704641350211),
('National Institute of Advanced Industrial Science and Technology',
0.02109704641350211),
('Samsung Display Co. Ltd.', 0.02109704641350211),
('OLYMPUS CORPORATION', 0.016877637130801686),
('SNU R&DB FOUNDATION', 0.016877637130801686),
('Murata Manufacturing Co. Ltd.', 0.016877637130801686),
('Seoul National University Industry Foundation', 0.016877637130801686),
('GLOBALFOUNDRIES Inc.', 0.016877637130801686),
('STMICROELECTRONICS (CROLLES 2) SAS', 0.016877637130801686),
('Sharp Kabushiki Kaisha', 0.016877637130801686),
('Industry-Academic Cooperation Foundation Yonsei University',
0.016877637130801686),
('Seiko Epson Corporation', 0.016877637130801686),
('Kia Motors Corporation', 0.016877637130801686),
('Tohoku University', 0.016877637130801686),
('Sumitomo Metal Mining Co. Ltd.', 0.016877637130801686),
('Georgia Tech Research Corp.', 0.012658227848101264),
('Autonetworks Technologies Ltd.', 0.012658227848101264),
('Kyocera Corporation', 0.012658227848101264),
('Hino Motors Ltd.', 0.012658227848101264),
('Korea Advanced Institue of Science & Technology', 0.012658227848101264),
('KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS', 0.012658227848101264),
('Advanced Micro Devices Inc.', 0.012658227848101264),
('Taiwan Semiconductor Manufacturing Company Ltd.', 0.012658227848101264),
('AISIN SEIKI KABUSHIKI KAISHA', 0.012658227848101264),
('SAE Magnetics (H.K.) Ltd.', 0.012658227848101264),
('Osaka University', 0.012658227848101264),
('TDK Corporation', 0.012658227848101264),
('Sanken Electric Co. Ltd.', 0.012658227848101264),
('ASML Netherlands B.V.', 0.012658227848101264),
('Sumitomo Wiring Systems Ltd.', 0.012658227848101264),
('Panasonic Liquid Crystal Display Co. Ltd.', 0.012658227848101264),
('Showa Denko K.K.', 0.012658227848101264),
('The Furukawa Electric Co. Ltd.', 0.012658227848101264),
('Nissan Motor Co. Ltd.', 0.012658227848101264),
('Hynix Semiconductor Inc.', 0.008438818565400843),
('The Hong Kong University of Science and Technology', 0.008438818565400843),
('Kobe Steel Limited', 0.008438818565400843),
('Cambridge Enterprise Limited', 0.008438818565400843),
('Kyushu University National University Corporation', 0.008438818565400843),
('Dacom Corporation', 0.008438818565400843),
('Kyoto University', 0.008438818565400843),
('Fuji Electric FA Components & Systems Co. Ltd.', 0.008438818565400843),
('Tokyo Electron Limited', 0.008438818565400843),
('Plastic Logic Limited', 0.008438818565400843),
('Ishikawajima-Harima Heavy Industries Co. Ltd.', 0.008438818565400843),
('Oncotech Inc.', 0.008438818565400843),
('Kabushiki Kaisha Toyota Jidoshokki', 0.008438818565400843),
('Koito Manufacturing Co. Ltd.', 0.008438818565400843),
('Nanyang Technological University', 0.008438818565400843),
('Tokyo Electric Power Company Incorporated', 0.008438818565400843),
('Universal Display Corporation', 0.008438818565400843),
('SanDisk 3D LLC', 0.008438818565400843),
('Lintec Corporation', 0.008438818565400843),
('Aisin AW Co. Ltd.', 0.008438818565400843),
('King Abdulaziz City for Science and Technology', 0.008438818565400843),
('France and Universitat de les Illes Balears', 0.008438818565400843),
('Asmo Co. Ltd.', 0.008438818565400843),
('CNRS-Centre National de la Recherche Scientifique', 0.008438818565400843),
('Hyundai Motor Japan R&D Center', 0.008438818565400843),
('Japan Science and Technology Agency', 0.008438818565400843),
('Universite Joseph Fourier', 0.008438818565400843),
('France/Ecole Normale Seperieure de Cachan', 0.008438818565400843),
('Kyungpook National University Industry Academic Cooperation Foundation',
0.008438818565400843),
('Tanaka Kikinzoku Kogyo K.K.', 0.008438818565400843),
('Myunghwa Ind. Co. Ltd.', 0.008438818565400843),
('KATHOLIEKE UNIVERSITEIT LEUVEN', 0.008438818565400843),
('FURUKAWA AUTOMOTIVE SYSTEMS INC.', 0.008438818565400843),
('STMICROELECTRONICS ASIA PACIFIC PTE. LTD.', 0.008438818565400843),
('WASEDA UNIVERSITY', 0.008438818565400843),
('FURUKAWA MAGNET WIRE CO. LTD.', 0.008438818565400843),
('GLOBALFOUNDRIES Singapore Pte. Ltd.', 0.008438818565400843),
('Central Research Institute of Electric Power Industry',
0.008438818565400843),
('STMicroelectronics Limited', 0.008438818565400843),
('Elpida Memory Inc.', 0.008438818565400843),
('Universiteit Gent', 0.008438818565400843),
('Sumitomo Chemical Company Limited', 0.008438818565400843),
('STMicroelectronics (Grenoble 2) SAS', 0.008438818565400843),
('Sumitomo Bakelite Co. Ltd.', 0.008438818565400843),
('Centre Nationale de la Recherche Scientifique (CNRS)',
0.004219409282700422),
('JAPAN DISPLAY INC.', 0.004219409282700422),
('Leibniz-Institut fur Polymerforschung Dresden e.V.', 0.004219409282700422),
('Hitachi Device Engineering Co. Ltd.', 0.004219409282700422),
('Matheson Tri-Gas', 0.004219409282700422),
('Societe Francaise de Detecteurs Infrarouges - SOFRADIR',
0.004219409282700422),
('TOSHIBA MATERIALS CO. LTD.', 0.004219409282700422),
('The President and Fellows of Harvard College', 0.004219409282700422),
('Tokyo Institute of Technology', 0.004219409282700422),
('Hitachi Tohbu Semiconductor Ltd.', 0.004219409282700422),
('King Abdulaziz City Science and Technology', 0.004219409282700422),
('MACRONIX INTERNATIONAL CO. LTD.', 0.004219409282700422),
('Advics Co. Ltd.', 0.004219409282700422),
('GLOBAL FOUNDRIES INC.', 0.004219409282700422),
('SONY PICTURES TECHNOLOGIES INC.', 0.004219409282700422),
('Kansai University', 0.004219409282700422),
('INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY',
0.004219409282700422),
('STMicroelectronics (Mala) Ltd', 0.004219409282700422),
('Spansion LLC', 0.004219409282700422),
('Teledyne Scientific & Imaging LLC', 0.004219409282700422),
('Stanley Electric Co. Ltd.', 0.004219409282700422),
('Semiconductor Technology Academic Research Center', 0.004219409282700422),
('Schlumberger Technology Corporation ', 0.004219409282700422),
('Dongwon Systems Corporation', 0.004219409282700422),
('Stichting National Lucht-En Ruimtevaart Laboratorium',
0.004219409282700422),
('Asahi Kasei Microdevices Corporation', 0.004219409282700422),
('Industry-Academic Cooperation Foundation', 0.004219409282700422),
('UNIVERSITE CLAUDE BERNARD LYON I', 0.004219409282700422),
('SL Lighting Corporation', 0.004219409282700422),
('Samsung Techwin Co. Ltd.', 0.004219409282700422),
('SK Telecom Co. Ltd.', 0.004219409282700422),
('IMEC VZW', 0.004219409282700422),
('Soongsil University Foundation of University-Industry Cooperation',
0.004219409282700422),
('TOSHIBA TEC KABUSHIKI KAISHA', 0.004219409282700422),
('MEDTRONIC INC.', 0.004219409282700422),
('Chichibu Fuji Co. Ltd.', 0.004219409282700422),
('Sumitomo Electric Toyama Co. Ltd.', 0.004219409282700422),
('ITT Corporation', 0.004219409282700422),
('STMicoelectronics (Grenoble 2) SAS', 0.004219409282700422),
('Shinshu University', 0.004219409282700422),
('DENSO International America Inc.', 0.004219409282700422),
('STMicroelectronics International N.V.', 0.004219409282700422),
('Elpidia Memory Inc.', 0.004219409282700422),
('Sony Mobile Communications Inc.', 0.004219409282700422),
('Tris Inc.', 0.004219409282700422),
('Toshiba Lightning & Technology Corporation', 0.004219409282700422),
('Toshiba Industrial Products Manufacturing Corporation',
0.004219409282700422),
('Sumitomo Electric Sintered Alloy Ltd.', 0.004219409282700422),
('SEMICONDUCTOR ENERGY LABORATORY CO. LTD.', 0.004219409282700422),
('Applied Materials Inc.', 0.004219409282700422),
('TECHNOVA INC.', 0.004219409282700422),
('Korean Broadcasting System', 0.004219409282700422),
('Henkel Corporation', 0.004219409282700422),
('Tadahiro Ohmi', 0.004219409282700422),
('Olympus Imaging Corp.', 0.004219409282700422),
('STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.',
0.004219409282700422),
('Finewell Co. Ltd.', 0.004219409282700422),
('SK hynix Inc.', 0.004219409282700422),
('Keihin Corporation', 0.004219409282700422),
('National University of Singapore', 0.004219409282700422),
('Cheil Industries Inc.', 0.004219409282700422),
('Yamato Electronic Co. Ltd.', 0.004219409282700422),
('TDK Korea Corporation', 0.004219409282700422),
('Tel Solar AG', 0.004219409282700422),
('University of Macau', 0.004219409282700422),
('Nihon Colmo Co. Ltd.', 0.004219409282700422),
('Universite Montpellier 2 Sciences et Techniques', 0.004219409282700422),
('Conti Temic microelectronic GmbH', 0.004219409282700422),
('University of Seoul Industry Cooperation Foundation', 0.004219409282700422),
('Institut Ploytechnique de Grenoble', 0.004219409282700422),
('Yutaka Giken Co. Ltd.', 0.004219409282700422),
('KONICA MINOLTA INC.', 0.004219409282700422),
('INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', 0.004219409282700422),
('Sungkyunkwan University Foundation for Corporate Collaboration',
0.004219409282700422),
('Industry-University Cooperation Foundation Hanyang University',
0.004219409282700422),
('Global Unichip Corp.', 0.004219409282700422),
('Cornell University', 0.004219409282700422),
('NEC Tokin Corporation', 0.004219409282700422),
('MITSUBISHI HEAVY INDUSTRIES LTD.', 0.004219409282700422),
('BAY ZU PRECISION CO. LTD.', 0.004219409282700422),
('Toshiba Lighting & Technology Corporation', 0.004219409282700422),
('ATI Technologies Inc.', 0.004219409282700422),
('LG Hausys Ltd.', 0.004219409282700422),
('Q1 Nanosystems Inc', 0.004219409282700422),
('KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 0.004219409282700422),
('Konkuk University Industrial Cooperation Corp.', 0.004219409282700422),
('UD Trucks Corporation', 0.004219409282700422),
('Seiko NPC Corporation', 0.004219409282700422),
('University of Massachusetts', 0.004219409282700422),
('Hitachi Displays Ltd.', 0.004219409282700422),
('Toshiba America Electronic Components Inc.', 0.004219409282700422),
('Infineon Technologies AG', 0.004219409282700422),
('Tocalo Co. Ltd.', 0.004219409282700422),
('Korea University of Technology and Education Industry-University Cooperation Foundation',
0.004219409282700422),
('Katholieke Universiteit Leuven K.U. Leuven R&D', 0.004219409282700422),
('GENITECH INC.', 0.004219409282700422),
('Olympus Medical Systems Corp.', 0.004219409282700422),
('ISORG', 0.004219409282700422),
('SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION', 0.004219409282700422),
('Dongguk University Industry-Academic Cooperation Foundation',
0.004219409282700422),
('Hamamatsu Photonics K.K.', 0.004219409282700422),
('Sumitomo Rubber Industries Ltd. ', 0.004219409282700422),
('Toshiba Medical Systems Corporation', 0.004219409282700422),
('Dainippon Screen Mfg. Co. Ltd.', 0.004219409282700422),
('Sôny Electronics Inc.', 0.004219409282700422),
('Yoshitaka Sugawara', 0.004219409282700422),
('SCK.-CEN', 0.004219409282700422),
('Raytheon Company', 0.004219409282700422),
('HYUNDAI MOBIS CO. LTD.', 0.004219409282700422),
('Grandis Inc.', 0.004219409282700422),
('Korea Electric Power Corporation', 0.004219409282700422),
('Hitachi Yonezawa Electronics Co. Ltd.', 0.004219409282700422),
('Sumitomo Electric Device Innovations Inc.', 0.004219409282700422),
('Sila Nanotechnologies Inc.', 0.004219409282700422),
('Phillips Screw Company', 0.004219409282700422),
('Funai Electric Advanced Applied Technology Research Institute Inc.',
0.004219409282700422),
('Korea Institute of Science & Technology', 0.004219409282700422),
('Fujikin Incorporated', 0.004219409282700422),
('The Furukawa Electric Company Ltd.', 0.004219409282700422),
('STMicroelectronics (Research & Development) Limited', 0.004219409282700422),
('Il Heung Co. Ltd.', 0.004219409282700422),
('Toshiba Electron Tubes & Devices Co. Ltd.', 0.004219409282700422),
('TS Tech Co. Ltd.', 0.004219409282700422),
('Princeton University Office of Technology and Trademark Licensing',
0.004219409282700422),
('Beth Israel Deaconess Medical Center Inc.', 0.004219409282700422),
('The Charles Stark Draper Laboratory Inc.', 0.004219409282700422),
('NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY',
0.004219409282700422),
('STMicroeletronics Inc.', 0.004219409282700422),
('Sony Computer Entertainment Inc.', 0.004219409282700422),
('Postech Academy-Industry Foundation Postech Univ. of Science and Technology',
0.004219409282700422),
('Hitachi ULSI Systems Co. Ltd.', 0.004219409282700422),
('Nippon Soken Inc.', 0.004219409282700422),
('Kobelco Construction Machinery Co. Ltd.', 0.004219409282700422),
('Foundation for Advancement of International Science', 0.004219409282700422),
('Headway Technologies Inc.', 0.004219409282700422),
('National University Corporation Toyohashi University of Technology',
0.004219409282700422)]
eigenvector_centrality = dict(nx.eigenvector_centrality(connected_subgraphs))
nx.set_node_attributes(connected_subgraphs, eigenvector_centrality, 'eigenvector_centrality')
sorted(eigenvector_centrality.items(), key=itemgetter(1), reverse=True)
[('International Business Machines Corporation', 0.4581506179068437),
('Samsung Electronics Co. Ltd.', 0.4316633130391718),
('STMICROELECTRONICS S.R.L.', 0.3389813127566551),
("COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES",
0.24049368831235046),
('FREESCALE SEMICONDUCTOR INC.', 0.21001497193320234),
('GLOBALFOUNDRIES Inc.', 0.2063452780199723),
('STMICROELECTRONICS (CROLLES 2) SAS', 0.16942541947274026),
('Kabushiki Kaisha Toshiba', 0.1612158783306197),
('Centre National de la Recherche Scientifique (CNRS)', 0.1287215369374225),
('Samsung Display Co. Ltd.', 0.11557660137922564),
('IMEC', 0.10135755123211558),
('Industry-Academic Cooperation Foundation Yonsei University',
0.09418651953560649),
('SNU R&DB FOUNDATION', 0.09180324931275136),
('Korea Advanced Institue of Science & Technology', 0.0896935893271391),
('STMicroelectronics Limited', 0.08737076319126641),
('Taiwan Semiconductor Manufacturing Company Ltd.', 0.08703428765505272),
('Dacom Corporation', 0.08671303033783216),
('Sumitomo Bakelite Co. Ltd.', 0.08671303033783216),
('Renesas Electronics Corporation', 0.08348533084978207),
('The Regents of the University of California', 0.0818637449814287),
('Seoul National University Industry Foundation', 0.07823421124714082),
('Advanced Micro Devices Inc.', 0.07680346153556893),
('King Abdulaziz City for Science and Technology', 0.07491773951885657),
('Matheson Tri-Gas', 0.07291299165031492),
('MACRONIX INTERNATIONAL CO. LTD.', 0.07291299165031492),
('GLOBAL FOUNDRIES INC.', 0.07291299165031492),
('Applied Materials Inc.', 0.07291299165031492),
('Cornell University', 0.07291299165031492),
('BAY ZU PRECISION CO. LTD.', 0.07291299165031492),
('Toshiba America Electronic Components Inc.', 0.07291299165031492),
('Infineon Technologies AG', 0.07291299165031492),
('Georgia Tech Research Corp.', 0.07236421795694199),
('Osaka University', 0.07236421795694199),
('INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY',
0.06869848752933586),
('Industry-Academic Cooperation Foundation', 0.06869848752933586),
('Cheil Industries Inc.', 0.06869848752933586),
('University of Seoul Industry Cooperation Foundation', 0.06869848752933586),
('INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', 0.06869848752933586),
('Sungkyunkwan University Foundation for Corporate Collaboration',
0.06869848752933586),
('Industry-University Cooperation Foundation Hanyang University',
0.06869848752933586),
('Korea University of Technology and Education Industry-University Cooperation Foundation',
0.06869848752933586),
('GENITECH INC.', 0.06869848752933586),
('Dongguk University Industry-Academic Cooperation Foundation',
0.06869848752933586),
('Korea Electric Power Corporation', 0.06869848752933586),
('Postech Academy-Industry Foundation Postech Univ. of Science and Technology',
0.06869848752933586),
('Intermolecular Inc.', 0.0677746782918845),
('STMICROELECTRONICS ASIA PACIFIC PTE. LTD.', 0.05538799189186605),
('STMicroelectronics (Grenoble 2) SAS', 0.055349593176611506),
('STMicroelectronics (Mala) Ltd', 0.053947722919193884),
('STMicoelectronics (Grenoble 2) SAS', 0.053947722919193884),
('STMicroelectronics International N.V.', 0.053947722919193884),
('STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.',
0.053947722919193884),
('CNRS-Centre National de la Recherche Scientifique', 0.04551750058345318),
('Universite Joseph Fourier', 0.04551750058345318),
('Centre Nationale de la Recherche Scientifique (CNRS)', 0.03827359255969091),
('Institut Ploytechnique de Grenoble', 0.03827359255969091),
('ISORG', 0.03827359255969091),
('SanDisk 3D LLC', 0.036442885611989446),
('Conti Temic microelectronic GmbH', 0.03342304027207252),
('Ishikawajima-Harima Heavy Industries Co. Ltd.', 0.030512771497512924),
('Tokyo Electric Power Company Incorporated', 0.030512771497512924),
('The Board of Trustees of the Leland Stanford Junior University',
0.030206157868256495),
('STMicroeletronics Inc.', 0.0269633955848133),
('Sony Côrporation', 0.025812913673362504),
('TOSHIBA MATERIALS CO. LTD.', 0.02565680969086179),
('TOSHIBA TEC KABUSHIKI KAISHA', 0.02565680969086179),
('Toshiba Lightning & Technology Corporation', 0.02565680969086179),
('Toshiba Industrial Products Manufacturing Corporation',
0.02565680969086179),
('Toshiba Lighting & Technology Corporation', 0.02565680969086179),
('Toshiba Medical Systems Corporation', 0.02565680969086179),
('Toshiba Electron Tubes & Devices Co. Ltd.', 0.02565680969086179),
('France and Universitat de les Illes Balears', 0.024362710735360858),
('France/Ecole Normale Seperieure de Cachan', 0.024362710735360858),
('Hyundai Motor Company', 0.023575550693087612),
('Panasonic Corporation', 0.022352218697763174),
('Kia Motors Corporation', 0.020999790125156653),
('ASML Netherlands B.V.', 0.0207661523534389),
('Societe Francaise de Detecteurs Infrarouges - SOFRADIR',
0.02048549662084615),
('UNIVERSITE CLAUDE BERNARD LYON I', 0.02048549662084615),
('Universite Montpellier 2 Sciences et Techniques', 0.02048549662084615),
('Kobe Steel Limited', 0.018871877589840644),
('Kyungpook National University Industry Academic Cooperation Foundation',
0.017258379844274682),
('KATHOLIEKE UNIVERSITEIT LEUVEN', 0.016550565258503406),
('Universiteit Gent', 0.016550565258503406),
('Electronics and Telecommunications Research Institute',
0.01634454066392625),
('Katholieke Universiteit Leuven K.U. Leuven R&D', 0.016131333980743612),
('Hynix Semiconductor Inc.', 0.014990048745614805),
('SK Telecom Co. Ltd.', 0.014610372904386878),
('Global Unichip Corp.', 0.013851477481748945),
('Japan Science and Technology Agency', 0.013429550715821012),
('Hitachi Device Engineering Co. Ltd.', 0.013286359702476682),
('Hitachi Tohbu Semiconductor Ltd.', 0.013286359702476682),
('ITT Corporation', 0.013286359702476682),
('Hitachi Yonezawa Electronics Co. Ltd.', 0.013286359702476682),
('Hitachi ULSI Systems Co. Ltd.', 0.013286359702476682),
('Teledyne Scientific & Imaging LLC', 0.013028555837068368),
('Q1 Nanosystems Inc', 0.013028555837068368),
('University of Massachusetts', 0.013028555837068368),
('KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS', 0.012596925590331999),
('Samsung Techwin Co. Ltd.', 0.012450918729752538),
('Spansion LLC', 0.01222297115514092),
('ATI Technologies Inc.', 0.01222297115514092),
('Hamamatsu Photonics K.K.', 0.01151666519467028),
('Dainippon Screen Mfg. Co. Ltd.', 0.01151666519467028),
('Sila Nanotechnologies Inc.', 0.01151666519467028),
('Phillips Screw Company', 0.01151666519467028),
('Elpida Memory Inc.', 0.011073834790382526),
('Elpidia Memory Inc.', 0.010786075921127649),
('Toyota Jidosha Kabushiki Kaisha', 0.009743695761665958),
('Nanyang Technological University', 0.009049971217407457),
('Sumitomo Electric Industries Ltd.', 0.0090256378273782),
('STMicroelectronics (Research & Development) Limited', 0.008808690959656749),
('Honda Motor Co. Ltd.', 0.007503890723377464),
('Hyundai Motor Japan R&D Center', 0.0070941518324934595),
('Myunghwa Ind. Co. Ltd.', 0.0070941518324934595),
('Rohm Co. Ltd.', 0.00624832980766337),
('Tohoku University', 0.005375993531892374),
('Kyoto University', 0.005103507910300607),
('The Hong Kong University of Science and Technology', 0.004932405553749172),
('Kyushu University National University Corporation', 0.004231824225427368),
('Lintec Corporation', 0.004231824225427368),
('SONY PICTURES TECHNOLOGIES INC.', 0.004108763190323753),
('Sony Mobile Communications Inc.', 0.004108763190323753),
('Tel Solar AG', 0.004108763190323753),
('Sôny Electronics Inc.', 0.004108763190323753),
('Sony Computer Entertainment Inc.', 0.004108763190323753),
('SL Lighting Corporation', 0.0037520433422058917),
('LG Hausys Ltd.', 0.0037520433422058917),
('HYUNDAI MOBIS CO. LTD.', 0.0037520433422058917),
('Korea Institute of Science & Technology', 0.0037520433422058917),
('Il Heung Co. Ltd.', 0.0037520433422058917),
('Panasonic Liquid Crystal Display Co. Ltd.', 0.003748126552299797),
('Cambridge Enterprise Limited', 0.003653130163389479),
('WASEDA UNIVERSITY', 0.0036506588902543574),
('Sumitomo Wiring Systems Ltd.', 0.00355817642732822),
('Autonetworks Technologies Ltd.', 0.0035581764273282194),
('Nihon Colmo Co. Ltd.', 0.0035581337744791607),
('National University Corporation Nagoya University', 0.0035369268970534555),
('Fuji Electric Co. Ltd.', 0.003417147789724968),
('Stichting National Lucht-En Ruimtevaart Laboratorium',
0.003305137187663742),
('Sharp Kabushiki Kaisha', 0.0032608269743603395),
('AISIN SEIKI KABUSHIKI KAISHA', 0.003073554023362677),
('Denso Corporation', 0.0030217901434201433),
('Kobelco Construction Machinery Co. Ltd.', 0.0030034449209976437),
('IMEC VZW', 0.00263409202644573),
('SCK.-CEN', 0.00263409202644573),
('Dongwon Systems Corporation', 0.0026012216240260525),
('Soongsil University Foundation of University-Industry Cooperation',
0.0026012216240260525),
('Korean Broadcasting System', 0.0026012216240260525),
('Konkuk University Industrial Cooperation Corp.', 0.0026012216240260525),
('SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION',
0.0026012216240260525),
('National Institute of Advanced Industrial Science and Technology',
0.0025192583340507804),
('Sumitomo Metal Mining Co. Ltd.', 0.0024535413891988607),
('Grandis Inc.', 0.002385653544945818),
('Massachusetts Institute of Technology', 0.002230741396674497),
('Aisin AW Co. Ltd.', 0.002042767081326558),
('King Abdulaziz City Science and Technology', 0.002004747868541658),
('Hino Motors Ltd.', 0.001897007045552897),
('Koito Manufacturing Co. Ltd.', 0.001855395662296436),
('Tokyo Electron Limited', 0.001808149933088957),
('Kabushiki Kaisha Toyota Jidoshokki', 0.0016724689511125354),
('Shinshu University', 0.0015529170007036307),
('KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 0.0015529170007036307),
('GLOBALFOUNDRIES Singapore Pte. Ltd.', 0.001477695157185384),
('Sumitomo Electric Toyama Co. Ltd.', 0.001438032091381929),
('Sumitomo Electric Sintered Alloy Ltd.', 0.001438032091381929),
('Sumitomo Electric Device Innovations Inc.', 0.001438032091381929),
('NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY',
0.001438032091381929),
('National University Corporation Toyohashi University of Technology',
0.001438032091381929),
('SAE Magnetics (H.K.) Ltd.', 0.0012199069766310148),
('TDK Corporation', 0.0012199069766310148),
('Tokyo Institute of Technology', 0.001194954690967169),
('Stanley Electric Co. Ltd.', 0.001194954690967169),
('Keihin Corporation', 0.001194954690967169),
('Yutaka Giken Co. Ltd.', 0.001194954690967169),
('Sumitomo Rubber Industries Ltd. ', 0.001194954690967169),
('TS Tech Co. Ltd.', 0.001194954690967169),
('Sanken Electric Co. Ltd.', 0.0011141536155119022),
('Nissan Motor Co. Ltd.', 0.0011141536155119022),
('Murata Manufacturing Co. Ltd.', 0.00110226296901411),
('Kansai University', 0.000994744719976854),
('Tadahiro Ohmi', 0.000994744719976854),
('Finewell Co. Ltd.', 0.000994744719976854),
('MITSUBISHI HEAVY INDUSTRIES LTD.', 0.000994744719976854),
('SK hynix Inc.', 0.0008557999337383498),
('Fujikin Incorporated', 0.0008557999337383498),
('University of Macau', 0.00078502702347187),
('Showa Denko K.K.', 0.0007505059859853736),
('Kyocera Corporation', 0.0006659006276201227),
('Oncotech Inc.', 0.0006512667155437139),
('Seiko Epson Corporation', 0.0006282253726285874),
('The University of Tokyo', 0.0006263910128899711),
('OLYMPUS CORPORATION', 0.000613204249264386),
('Plastic Logic Limited', 0.0005966844023326774),
('JAPAN DISPLAY INC.', 0.0005966844023326773),
('Hitachi Displays Ltd.', 0.0005966844023326773),
('The Furukawa Electric Co. Ltd.', 0.0005896309852595284),
('UD Trucks Corporation', 0.0005811653351730107),
('FURUKAWA MAGNET WIRE CO. LTD.', 0.0005763161569426519),
('Semiconductor Technology Academic Research Center', 0.0005639212683299827),
('TECHNOVA INC.', 0.0005639212683299827),
('Foundation for Advancement of International Science',
0.0005639212683299827),
('Fuji Electric FA Components & Systems Co. Ltd.', 0.0005592412980658082),
('Yoshitaka Sugawara', 0.0005449913971219898),
('Funai Electric Advanced Applied Technology Research Institute Inc.',
0.0005449913971219898),
('Central Research Institute of Electric Power Industry',
0.0005205468291615477),
('SEMICONDUCTOR ENERGY LABORATORY CO. LTD.', 0.0005196769954141197),
('Sumitomo Chemical Company Limited', 0.0005007749179047396),
('Asmo Co. Ltd.', 0.0004947799681091423),
('Advics Co. Ltd.', 0.0004821564664350251),
('DENSO International America Inc.', 0.0004821564664350251),
('Tris Inc.', 0.0004821564664350251),
('NEC Tokin Corporation', 0.0004821564664350251),
('Nippon Soken Inc.', 0.0004821564664350251),
('The President and Fellows of Harvard College', 0.00035501214902195963),
('Raytheon Company', 0.00035501214902195963),
('Beth Israel Deaconess Medical Center Inc.', 0.00035501214902195963),
('The Charles Stark Draper Laboratory Inc.', 0.00035501214902195963),
('Henkel Corporation', 0.00030247866159280513),
('Tocalo Co. Ltd.', 0.0002877588692548765),
('National University of Singapore', 0.00023516928113802817),
('Tanaka Kikinzoku Kogyo K.K.', 0.00019999581555389033),
('TDK Korea Corporation', 0.00019423311704467637),
('Headway Technologies Inc.', 0.00019423311704467637),
('Asahi Kasei Microdevices Corporation', 0.00017591115696487036),
('KONICA MINOLTA INC.', 0.00017591115696487036),
('MEDTRONIC INC.', 0.00010627531842172404),
('Universal Display Corporation', 0.00010283776628085647),
('Seiko NPC Corporation', 0.00010021577640179373),
('Schlumberger Technology Corporation ', 9.978003915209661e-05),
('Olympus Imaging Corp.', 9.787738378675293e-05),
('Olympus Medical Systems Corp.', 9.787738378675293e-05),
('FURUKAWA AUTOMOTIVE SYSTEMS INC.', 9.663081250426737e-05),
('Leibniz-Institut fur Polymerforschung Dresden e.V.', 9.499638891031813e-05),
('Chichibu Fuji Co. Ltd.', 8.924115588477181e-05),
('Yamato Electronic Co. Ltd.', 7.899986083904697e-05),
('Princeton University Office of Technology and Trademark Licensing',
1.6414870425636657e-05),
('The Furukawa Electric Company Ltd.', 1.5444801482379122e-05)]
between_centrality = dict(nx.betweenness_centrality(connected_subgraphs))
nx.set_node_attributes(connected_subgraphs, between_centrality, 'betweeness_centrality')
sorted(between_centrality.items(), key=itemgetter(1), reverse=True)
[('Samsung Electronics Co. Ltd.', 0.6551967865741735),
('IMEC', 0.3830877970869391),
('International Business Machines Corporation', 0.3510751150206203),
('Panasonic Corporation', 0.29806074042289454),
('Toyota Jidosha Kabushiki Kaisha', 0.23410808362535468),
('Sony Côrporation', 0.13403895206083602),
('Denso Corporation', 0.12950964266132686),
('STMICROELECTRONICS S.R.L.', 0.11945457579441704),
('The Regents of the University of California', 0.11744737657631901),
('Honda Motor Co. Ltd.', 0.1163341200028604),
('The Board of Trustees of the Leland Stanford Junior University',
0.1090514672578606),
('Sumitomo Electric Industries Ltd.', 0.10419318696512436),
('Kabushiki Kaisha Toshiba', 0.08358959689146346),
('Fuji Electric Co. Ltd.', 0.08100908245726965),
('Industry-Academic Cooperation Foundation Yonsei University',
0.07337481227204463),
('National University Corporation Nagoya University', 0.07197430212877542),
('Rohm Co. Ltd.', 0.07028177072159052),
('Seoul National University Industry Foundation', 0.06068201864168385),
('King Abdulaziz City for Science and Technology', 0.05756990631481085),
('Hyundai Motor Company', 0.05004290924694272),
('KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS', 0.04973896874776515),
('Korea Advanced Institue of Science & Technology', 0.049560180218837166),
("COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES",
0.043564804882118766),
('Electronics and Telecommunications Research Institute',
0.04183651576914826),
('Renesas Electronics Corporation', 0.04183651576914826),
('Centre National de la Recherche Scientifique (CNRS)', 0.041800758063362656),
('Japan Science and Technology Agency', 0.04103196738897233),
('National Institute of Advanced Industrial Science and Technology',
0.03923812248206155),
('GLOBALFOUNDRIES Inc.', 0.03845145295477843),
('Intermolecular Inc.', 0.03672912345943884),
('Massachusetts Institute of Technology', 0.033540728026889795),
('Seiko Epson Corporation', 0.029047176333166464),
('The University of Tokyo', 0.02697918901523279),
('OLYMPUS CORPORATION', 0.026907673603661586),
('SNU R&DB FOUNDATION', 0.025173424873060145),
('STMICROELECTRONICS ASIA PACIFIC PTE. LTD.', 0.025101909461488953),
('Sharp Kabushiki Kaisha', 0.024864716679777826),
('Murata Manufacturing Co. Ltd.', 0.019344918830007867),
('Samsung Display Co. Ltd.', 0.019273403418436676),
('Tohoku University', 0.018880068654795107),
('Georgia Tech Research Corp.', 0.016841879425016092),
('Advanced Micro Devices Inc.', 0.016841879425016092),
('Osaka University', 0.016841879425016092),
('Panasonic Liquid Crystal Display Co. Ltd.', 0.016841879425016092),
('Cambridge Enterprise Limited', 0.016806121719230495),
('Nanyang Technological University', 0.016806121719230495),
('The Furukawa Electric Co. Ltd.', 0.016806121719230495),
('Elpida Memory Inc.', 0.016806121719230495),
('AISIN SEIKI KABUSHIKI KAISHA', 0.013391260816706005),
('FREESCALE SEMICONDUCTOR INC.', 0.013182674199623356),
('Sumitomo Metal Mining Co. Ltd.', 0.012879925623971956),
('Kabushiki Kaisha Toyota Jidoshokki', 0.009124174592958119),
('Hynix Semiconductor Inc.', 0.008438818565400845),
('The Hong Kong University of Science and Technology', 0.008438818565400845),
('Kobe Steel Limited', 0.008438818565400845),
('Kyocera Corporation', 0.008438818565400845),
('Hino Motors Ltd.', 0.008438818565400845),
('Fuji Electric FA Components & Systems Co. Ltd.', 0.008438818565400845),
('Tokyo Electron Limited', 0.008438818565400845),
('Plastic Logic Limited', 0.008438818565400845),
('Taiwan Semiconductor Manufacturing Company Ltd.', 0.008438818565400845),
('STMICROELECTRONICS (CROLLES 2) SAS', 0.008438818565400845),
('Universal Display Corporation', 0.008438818565400845),
('SAE Magnetics (H.K.) Ltd.', 0.008438818565400845),
('Asmo Co. Ltd.', 0.008438818565400845),
('KATHOLIEKE UNIVERSITEIT LEUVEN', 0.008438818565400845),
('TDK Corporation', 0.008438818565400845),
('FURUKAWA AUTOMOTIVE SYSTEMS INC.', 0.008438818565400845),
('WASEDA UNIVERSITY', 0.008438818565400845),
('ASML Netherlands B.V.', 0.008438818565400845),
('GLOBALFOUNDRIES Singapore Pte. Ltd.', 0.008438818565400845),
('Universiteit Gent', 0.008438818565400845),
('STMicroelectronics (Grenoble 2) SAS', 0.008438818565400845),
('Kia Motors Corporation', 0.008206393477794465),
('Showa Denko K.K.', 0.006031133042503995),
('Tanaka Kikinzoku Kogyo K.K.', 0.0032122339030727794),
('Kyoto University', 0.002038189229779017),
('Centre Nationale de la Recherche Scientifique (CNRS)', 0.0),
('JAPAN DISPLAY INC.', 0.0),
('Leibniz-Institut fur Polymerforschung Dresden e.V.', 0.0),
('Hitachi Device Engineering Co. Ltd.', 0.0),
('Matheson Tri-Gas', 0.0),
('Societe Francaise de Detecteurs Infrarouges - SOFRADIR', 0.0),
('TOSHIBA MATERIALS CO. LTD.', 0.0),
('Autonetworks Technologies Ltd.', 0.0),
('The President and Fellows of Harvard College', 0.0),
('Tokyo Institute of Technology', 0.0),
('Kyushu University National University Corporation', 0.0),
('Hitachi Tohbu Semiconductor Ltd.', 0.0),
('King Abdulaziz City Science and Technology', 0.0),
('MACRONIX INTERNATIONAL CO. LTD.', 0.0),
('Advics Co. Ltd.', 0.0),
('GLOBAL FOUNDRIES INC.', 0.0),
('SONY PICTURES TECHNOLOGIES INC.', 0.0),
('Kansai University', 0.0),
('INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY', 0.0),
('Dacom Corporation', 0.0),
('STMicroelectronics (Mala) Ltd', 0.0),
('Spansion LLC', 0.0),
('Teledyne Scientific & Imaging LLC', 0.0),
('Stanley Electric Co. Ltd.', 0.0),
('Semiconductor Technology Academic Research Center', 0.0),
('Schlumberger Technology Corporation ', 0.0),
('Dongwon Systems Corporation', 0.0),
('Stichting National Lucht-En Ruimtevaart Laboratorium', 0.0),
('Asahi Kasei Microdevices Corporation', 0.0),
('Industry-Academic Cooperation Foundation', 0.0),
('UNIVERSITE CLAUDE BERNARD LYON I', 0.0),
('SL Lighting Corporation', 0.0),
('Samsung Techwin Co. Ltd.', 0.0),
('Ishikawajima-Harima Heavy Industries Co. Ltd.', 0.0),
('SK Telecom Co. Ltd.', 0.0),
('IMEC VZW', 0.0),
('Soongsil University Foundation of University-Industry Cooperation', 0.0),
('TOSHIBA TEC KABUSHIKI KAISHA', 0.0),
('MEDTRONIC INC.', 0.0),
('Chichibu Fuji Co. Ltd.', 0.0),
('Sumitomo Electric Toyama Co. Ltd.', 0.0),
('Oncotech Inc.', 0.0),
('ITT Corporation', 0.0),
('STMicoelectronics (Grenoble 2) SAS', 0.0),
('Shinshu University', 0.0),
('DENSO International America Inc.', 0.0),
('STMicroelectronics International N.V.', 0.0),
('Elpidia Memory Inc.', 0.0),
('Sony Mobile Communications Inc.', 0.0),
('Tris Inc.', 0.0),
('Koito Manufacturing Co. Ltd.', 0.0),
('Toshiba Lightning & Technology Corporation', 0.0),
('Tokyo Electric Power Company Incorporated', 0.0),
('Toshiba Industrial Products Manufacturing Corporation', 0.0),
('Sumitomo Electric Sintered Alloy Ltd.', 0.0),
('SEMICONDUCTOR ENERGY LABORATORY CO. LTD.', 0.0),
('Applied Materials Inc.', 0.0),
('TECHNOVA INC.', 0.0),
('SanDisk 3D LLC', 0.0),
('Korean Broadcasting System', 0.0),
('Henkel Corporation', 0.0),
('Lintec Corporation', 0.0),
('Aisin AW Co. Ltd.', 0.0),
('Tadahiro Ohmi', 0.0),
('Olympus Imaging Corp.', 0.0),
('France and Universitat de les Illes Balears', 0.0),
('STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.', 0.0),
('Finewell Co. Ltd.', 0.0),
('SK hynix Inc.', 0.0),
('Keihin Corporation', 0.0),
('National University of Singapore', 0.0),
('CNRS-Centre National de la Recherche Scientifique', 0.0),
('Cheil Industries Inc.', 0.0),
('Yamato Electronic Co. Ltd.', 0.0),
('TDK Korea Corporation', 0.0),
('Tel Solar AG', 0.0),
('University of Macau', 0.0),
('Nihon Colmo Co. Ltd.', 0.0),
('Universite Montpellier 2 Sciences et Techniques', 0.0),
('Hyundai Motor Japan R&D Center', 0.0),
('Conti Temic microelectronic GmbH', 0.0),
('University of Seoul Industry Cooperation Foundation', 0.0),
('Universite Joseph Fourier', 0.0),
('Institut Ploytechnique de Grenoble', 0.0),
('Yutaka Giken Co. Ltd.', 0.0),
('KONICA MINOLTA INC.', 0.0),
('INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', 0.0),
('Sungkyunkwan University Foundation for Corporate Collaboration', 0.0),
('Industry-University Cooperation Foundation Hanyang University', 0.0),
('Global Unichip Corp.', 0.0),
('Cornell University', 0.0),
('NEC Tokin Corporation', 0.0),
('MITSUBISHI HEAVY INDUSTRIES LTD.', 0.0),
('BAY ZU PRECISION CO. LTD.', 0.0),
('France/Ecole Normale Seperieure de Cachan', 0.0),
('Kyungpook National University Industry Academic Cooperation Foundation',
0.0),
('Toshiba Lighting & Technology Corporation', 0.0),
('ATI Technologies Inc.', 0.0),
('LG Hausys Ltd.', 0.0),
('Q1 Nanosystems Inc', 0.0),
('KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 0.0),
('Konkuk University Industrial Cooperation Corp.', 0.0),
('UD Trucks Corporation', 0.0),
('Myunghwa Ind. Co. Ltd.', 0.0),
('Seiko NPC Corporation', 0.0),
('University of Massachusetts', 0.0),
('Hitachi Displays Ltd.', 0.0),
('Toshiba America Electronic Components Inc.', 0.0),
('Infineon Technologies AG', 0.0),
('Tocalo Co. Ltd.', 0.0),
('Korea University of Technology and Education Industry-University Cooperation Foundation',
0.0),
('FURUKAWA MAGNET WIRE CO. LTD.', 0.0),
('Katholieke Universiteit Leuven K.U. Leuven R&D', 0.0),
('GENITECH INC.', 0.0),
('Olympus Medical Systems Corp.', 0.0),
('Sanken Electric Co. Ltd.', 0.0),
('ISORG', 0.0),
('SOONGSIL UNIVERSITY-INDUSTRY COOPERATION FOUNDATION', 0.0),
('Central Research Institute of Electric Power Industry', 0.0),
('Dongguk University Industry-Academic Cooperation Foundation', 0.0),
('Hamamatsu Photonics K.K.', 0.0),
('Sumitomo Rubber Industries Ltd. ', 0.0),
('Toshiba Medical Systems Corporation', 0.0),
('Sumitomo Wiring Systems Ltd.', 0.0),
('Dainippon Screen Mfg. Co. Ltd.', 0.0),
('Sôny Electronics Inc.', 0.0),
('Yoshitaka Sugawara', 0.0),
('SCK.-CEN', 0.0),
('Raytheon Company', 0.0),
('HYUNDAI MOBIS CO. LTD.', 0.0),
('Grandis Inc.', 0.0),
('Nissan Motor Co. Ltd.', 0.0),
('Korea Electric Power Corporation', 0.0),
('Hitachi Yonezawa Electronics Co. Ltd.', 0.0),
('Sumitomo Electric Device Innovations Inc.', 0.0),
('STMicroelectronics Limited', 0.0),
('Sila Nanotechnologies Inc.', 0.0),
('Phillips Screw Company', 0.0),
('Funai Electric Advanced Applied Technology Research Institute Inc.', 0.0),
('Sumitomo Chemical Company Limited', 0.0),
('Korea Institute of Science & Technology', 0.0),
('Fujikin Incorporated', 0.0),
('The Furukawa Electric Company Ltd.', 0.0),
('STMicroelectronics (Research & Development) Limited', 0.0),
('Il Heung Co. Ltd.', 0.0),
('Toshiba Electron Tubes & Devices Co. Ltd.', 0.0),
('TS Tech Co. Ltd.', 0.0),
('Princeton University Office of Technology and Trademark Licensing', 0.0),
('Beth Israel Deaconess Medical Center Inc.', 0.0),
('The Charles Stark Draper Laboratory Inc.', 0.0),
('NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY',
0.0),
('STMicroeletronics Inc.', 0.0),
('Sony Computer Entertainment Inc.', 0.0),
('Postech Academy-Industry Foundation Postech Univ. of Science and Technology',
0.0),
('Sumitomo Bakelite Co. Ltd.', 0.0),
('Hitachi ULSI Systems Co. Ltd.', 0.0),
('Nippon Soken Inc.', 0.0),
('Kobelco Construction Machinery Co. Ltd.', 0.0),
('Foundation for Advancement of International Science', 0.0),
('Headway Technologies Inc.', 0.0),
('National University Corporation Toyohashi University of Technology', 0.0)]
closeness_centrality = dict(nx.closeness_centrality(connected_subgraphs))
nx.set_node_attributes(connected_subgraphs, closeness_centrality, 'betweeness_centrality')
sorted(closeness_centrality.items(), key=itemgetter(1), reverse=True)
[('Samsung Electronics Co. Ltd.', 0.3106159895150721),
('IMEC', 0.2907975460122699),
('International Business Machines Corporation', 0.27147766323024053),
('Panasonic Corporation', 0.2702394526795895),
('The Regents of the University of California', 0.26274944567627495),
('STMICROELECTRONICS S.R.L.', 0.26158940397350994),
('Taiwan Semiconductor Manufacturing Company Ltd.', 0.26043956043956046),
('Sony Côrporation', 0.2584514721919302),
('GLOBALFOUNDRIES Inc.', 0.25732899022801303),
('Seoul National University Industry Foundation', 0.25511302475780406),
('Toyota Jidosha Kabushiki Kaisha', 0.24661810613943808),
('Samsung Display Co. Ltd.', 0.2433264887063655),
('Industry-Academic Cooperation Foundation Yonsei University',
0.24233128834355827),
('Korea Advanced Institue of Science & Technology', 0.24085365853658536),
('SNU R&DB FOUNDATION', 0.23939393939393938),
('Georgia Tech Research Corp.', 0.23819095477386934),
('Osaka University', 0.23819095477386934),
('Sumitomo Electric Industries Ltd.', 0.23795180722891565),
('INDUSTRY-ACADEMY COPERATION CORPS OF SUNCHON NATIONAL UNIVERSITY',
0.23723723723723725),
('Industry-Academic Cooperation Foundation', 0.23723723723723725),
('Cheil Industries Inc.', 0.23723723723723725),
('University of Seoul Industry Cooperation Foundation', 0.23723723723723725),
('INDUSTRY FOUNDATION OF CHONNAM NATIONAL UNIVERSITY', 0.23723723723723725),
('Sungkyunkwan University Foundation for Corporate Collaboration',
0.23723723723723725),
('Industry-University Cooperation Foundation Hanyang University',
0.23723723723723725),
('Korea University of Technology and Education Industry-University Cooperation Foundation',
0.23723723723723725),
('GENITECH INC.', 0.23723723723723725),
('Dongguk University Industry-Academic Cooperation Foundation',
0.23723723723723725),
('Korea Electric Power Corporation', 0.23723723723723725),
('Postech Academy-Industry Foundation Postech Univ. of Science and Technology',
0.23723723723723725),
('ASML Netherlands B.V.', 0.23652694610778444),
('The Board of Trustees of the Leland Stanford Junior University',
0.23465346534653464),
('KATHOLIEKE UNIVERSITEIT LEUVEN', 0.2259294566253575),
('Universiteit Gent', 0.2259294566253575),
('Katholieke Universiteit Leuven K.U. Leuven R&D', 0.22549952426260705),
('Honda Motor Co. Ltd.', 0.22485768500948766),
('FREESCALE SEMICONDUCTOR INC.', 0.22108208955223882),
('Kabushiki Kaisha Toshiba', 0.22026022304832713),
("COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES",
0.2200557103064067),
('Japan Science and Technology Agency', 0.21924144310823312),
('Rohm Co. Ltd.', 0.2188365650969529),
('Kyungpook National University Industry Academic Cooperation Foundation',
0.21803127874885003),
('STMICROELECTRONICS (CROLLES 2) SAS', 0.21763085399449036),
('Centre National de la Recherche Scientifique (CNRS)', 0.21683440073193047),
('King Abdulaziz City for Science and Technology', 0.21643835616438356),
('Renesas Electronics Corporation', 0.2156505914467698),
('Advanced Micro Devices Inc.', 0.21447963800904976),
('Dacom Corporation', 0.213898916967509),
('Sumitomo Bakelite Co. Ltd.', 0.213898916967509),
('Matheson Tri-Gas', 0.21370604147880973),
('Cambridge Enterprise Limited', 0.21370604147880973),
('MACRONIX INTERNATIONAL CO. LTD.', 0.21370604147880973),
('GLOBAL FOUNDRIES INC.', 0.21370604147880973),
('Applied Materials Inc.', 0.21370604147880973),
('Cornell University', 0.21370604147880973),
('BAY ZU PRECISION CO. LTD.', 0.21370604147880973),
('Toshiba America Electronic Components Inc.', 0.21370604147880973),
('Infineon Technologies AG', 0.21370604147880973),
('Panasonic Liquid Crystal Display Co. Ltd.', 0.21370604147880973),
('WASEDA UNIVERSITY', 0.21332133213321333),
('Kyushu University National University Corporation', 0.2131294964028777),
('Lintec Corporation', 0.2131294964028777),
('Nihon Colmo Co. Ltd.', 0.21293800539083557),
('Denso Corporation', 0.21217547000895254),
('Tohoku University', 0.21179624664879357),
('Kyoto University', 0.21104185218165628),
('Intermolecular Inc.', 0.21066666666666667),
('STMicroelectronics Limited', 0.20992028343666963),
('STMICROELECTRONICS ASIA PACIFIC PTE. LTD.', 0.20862676056338028),
('Teledyne Scientific & Imaging LLC', 0.20826010544815465),
('Q1 Nanosystems Inc', 0.20826010544815465),
('University of Massachusetts', 0.20826010544815465),
('STMicroelectronics (Grenoble 2) SAS', 0.20789473684210527),
('STMicroelectronics (Mala) Ltd', 0.2075306479859895),
('STMicoelectronics (Grenoble 2) SAS', 0.2075306479859895),
('STMicroelectronics International N.V.', 0.2075306479859895),
('STMicroelectronics (Shenzhen) Manufacturing Co. Ltd.', 0.2075306479859895),
('Global Unichip Corp.', 0.20680628272251309),
('AISIN SEIKI KABUSHIKI KAISHA', 0.2059079061685491),
('National University Corporation Nagoya University', 0.20572916666666666),
('SONY PICTURES TECHNOLOGIES INC.', 0.20555073720728534),
('Sony Mobile Communications Inc.', 0.20555073720728534),
('Tel Solar AG', 0.20555073720728534),
('Sôny Electronics Inc.', 0.20555073720728534),
('Sony Computer Entertainment Inc.', 0.20555073720728534),
('Sharp Kabushiki Kaisha', 0.20537261698440207),
('Sumitomo Metal Mining Co. Ltd.', 0.20466321243523317),
('Fuji Electric Co. Ltd.', 0.20448662640207074),
('Samsung Techwin Co. Ltd.', 0.2034334763948498),
('Autonetworks Technologies Ltd.', 0.20153061224489796),
('Sumitomo Wiring Systems Ltd.', 0.20153061224489796),
('Aisin AW Co. Ltd.', 0.2010178117048346),
('Kabushiki Kaisha Toyota Jidoshokki', 0.20067739204064353),
('National Institute of Advanced Industrial Science and Technology',
0.1996630160067397),
('Hino Motors Ltd.', 0.1984924623115578),
('Koito Manufacturing Co. Ltd.', 0.198326359832636),
('Shinshu University', 0.19799498746867167),
('KABUSHIKI KAISHA TOYOTA CHUO KENKYUSHO', 0.19799498746867167),
('Hyundai Motor Company', 0.19766472060050042),
('Kia Motors Corporation', 0.19684385382059802),
('Kobe Steel Limited', 0.19619205298013245),
('Electronics and Telecommunications Research Institute',
0.19586776859504132),
('Hynix Semiconductor Inc.', 0.19362745098039216),
('SK Telecom Co. Ltd.', 0.1933115823817292),
('Hamamatsu Photonics K.K.', 0.1925264012997563),
('Dainippon Screen Mfg. Co. Ltd.', 0.1925264012997563),
('Sila Nanotechnologies Inc.', 0.1925264012997563),
('Phillips Screw Company', 0.1925264012997563),
('Sumitomo Electric Toyama Co. Ltd.', 0.19237012987012986),
('Sumitomo Electric Sintered Alloy Ltd.', 0.19237012987012986),
('Sumitomo Electric Device Innovations Inc.', 0.19237012987012986),
('NATIONAL UNIVERSITY CORPORATION NARA INSTITUTE OF SCIENCE AND TECHNOLOGY',
0.19237012987012986),
('National University Corporation Toyohashi University of Technology',
0.19237012987012986),
('Stichting National Lucht-En Ruimtevaart Laboratorium', 0.19143780290791598),
('The Hong Kong University of Science and Technology', 0.19051446945337622),
('Showa Denko K.K.', 0.18661417322834645),
('IMEC VZW', 0.18443579766536966),
('SCK.-CEN', 0.18443579766536966),
('The University of Tokyo', 0.18414918414918416),
('Tokyo Institute of Technology', 0.18372093023255814),
('Stanley Electric Co. Ltd.', 0.18372093023255814),
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